{"cells": [{"attachments": {}, "cell_type": "markdown", "metadata": {}, "source": ["# \u5411\u91cf\u7d22\u5f15"]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": ["##keep\n", "import numpy as np"]}, {"attachments": {"numpy_index.png": {"image/png": 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2hnaLkeNpqwClUNqjtG9fYEF1o11Sg8NTDhf2jWbL1loGKa02bCTMDKXI2mZ+9hpMuQfJbuh3IJXHoRT8VqxbwmvXgRRU/uBLACCCz9QxyQlAg1gREVtDUACTUmxb+LlrMOUeJLqh72al1UCp/ExnovwOZo7LDkEh+ODbDrXJH6pTMoLGjcR7S/Dm5TbxU/TzMeM+ev0NW3EyjTiYyDI5RPXc3AivnCpfx/2PchqsCh9SPEkucfYL1Bh0BIGhOu8zPIXnmnP2i6oGQsV2t8DegcI1ZWYgWG6lCGpnj0hqKwYgIEEHA88TReLO0BTlfAtFSjn7dKXYAltveaVniBVvKJaJma3LZJa/mUk3ABjSu3vMARPD7uHtD4QQonhJthFCtAvMlpXS/vrPM1ctt6sTaliZc9fg6GE9XBAB6UdfSp9bz/7On8WpAFDpqK8dPbb584irfLPZfCBSiq0Z2iWyS73MYGDGAsGD9+CoErVZTzn4P5Zti2etgYUFmJTXyPWrAU5GTFkcTJZIB/suk1JaqfznwBtOASVmxqcP8dRHqFM/9LyMTr8EfYLiG+3fj8OqL1DYCqHtYwQBFsTBRs1gAinNQV2ZeUNpl9LpP9xQ2j3Hbyitrah8a4iCTJcPPBtL0Mm/tDNOV5lP+YFjkQNKunH3b9LEH9ERvWByrFxiB0qDs2xHYcRRKNHkBRtBMHwD5VF2KEp1PhWQ6jvm5Dg/2NL8/pTXGr51atJ6DFft8BCdrV4q2pDG4LR9QjuxQ90mghN8ymkw8QuW2Oc0KEkMAhHFCSWgGoM1OeYgoCO/hRyxMdCON/eldxrqPGDk+EG9kmBisnK6jRBCbItkGyFEu8BkiZU105tNFRNl8ZNRicM66iwzwJFV/r8y3KpopxdgkHIBOH3O+sltx1/EEXfrWw+wdcoTO7NP2oZykX81bWePruCtbC739ux6PbySfKscBa5aNHNmAyHaJdF7v45M1hIRGyZNqFsy8505KyKDDpk0tKPe0CFngOzM+ygRYxVTp1yi+njsM5wIL5vBn3yiohG2m0a2wtGbGypaqHYQTjhfWlSd8sMNpS1/n+fO27y0wqbL2wsB1MAvTSFnCE88j6KL4LWCRmDUSTS8grws6wiMhU6hrDNHWlWuvz3iL2pcsq1KbR8VBaMcgILTbdwpJ1X8a0pD9s37/r702z/tZXOGI3oXx1oAoHBYEsGma/z/ZBB3aXylk9BkwWq7O4hv9pESMycjh0a9W1uRzZi36u0J5YoBsubzdbxOcc+omlDmEOX37iuccmQo6rS8dN9j1Stb4Y47+9CRpS4RWxvk7l1pixBCfGVIthFCtBdEZGAM0gzl8IdVucnK6eygOe1Pme+9kCMogr+zZSkCoBIlFYmSip177/+Pmm8mH6NyzS/dcdNzY645anCSa5fN+vet9z+xkDjas+fYb/VxyOQccozP5HprXrzl8vN++2wVhp/7xJTbTtyvbJM5cpl6sCbr86efcueB0MzrZ/K0P1NtgqNN21pHtM12Zus5KO2TttI+4Gl/proER5tgd3HxfssMfvZR6nAMDT+M+p3NEUUpwMshDY5HAUvWApoHTaC+/XnhS/TmLTAno39vJCLsNdKyabzYYv+jqU8ZiInBCk7PQy+5eMCjv1vc8tZdv3nqjHtO7pbLeBR11a7Gm/zxQPDq0jdOT1/fAB1V145KXjc4iu0u+d+iHGICcXTiPq1dP+Y11t40q7XH0OjgKH9WlbmvCbDokVIHddTGWk0qqKX1cz5Fo01zbv3TYzVVGe5w4o+PGJtyg0mIak8fySOEEMVLso0Qol0gVhbWUWNKVW/rV7v0z0WZ6mrVN8qL1vnPeqpLhBoIntrJTmHhHBRbWNKyjZeBFBHt7F4CpB0nEonA0Zvsv69c141EItCFzcqCr1I2Ouvm449ecNEZA9zVc6c99crcJqD0sG+ed+HwlDGe1g77nuO6dbPueeSdqlhJmT/3nw+8cumR+40qJYbNn1RJY75v3/ulilq88gtbcyD0enz6Bi1bj34lqG1lx9m4etAutMW2d1+j0efZd6+hqKFXf27XT9xmaaQKRW160oB2oF1wfusCzqaoa1e0/Ad3fsN2G4l4gvt0hM+IJdHtIBp2MHUBfEu9jsDXL+Xq32Dm9Vjwlh02Dh3iSK/kmU/QCseq/alPOYjBYAao7MDv3/6dh0+Y8sW6x//rZ0f0/8sZI0r8TNZGoo4qDGhtxCFEFNwtWxxcW7bpWu/+FqXKyWb4r8ty39sn2s8hy21Xa4cXPX/UZsd947cvbzm9Fm+vz536nvf1JKatt58wklF9fv9oZ5c9Q44CAcbLGCcWpaoXbvjJH6atXM8lIy+9bPLglGa2TBJthBBiOyTbCCHaBSJFbK3bt3fsuub0TcvM9Ix9vMXAUkmpvn4f+uAL8++chdXpoKe5gzBSOAdl+6djbv76bcqPAeRq11blcjlU1zWbDV/2m1euqM3lgNp0MO4RFOXGO5x91XX1z/z6f29+GgBQ0n/c5FMuvfLKkzrD+nA0ESttDOL7feOEMW/c9moN+h5/7PgeMYCZmPJzm2j8OfT5Up4xHetewbPPwqYw+AI+cV98eDGqwaka+AiGijhdyzXr0ApuTjMHn9HGK3GYiDD+u/TF5/zedNS8imefg01i8Pl84mDMuhjV4JKgNHC2kWvrsA7c3LyhKBiuW801NeA6tsxg1WEi+g/lD2fArcOy++ADswECuWC1L0+6AWd+m6JZmAhNPB8qxdOe4hWz8dar8AC3FD0m8XeOpTHdiIKFQQim4en+R/32zh8uOO2Psz+dcvl5sYY7rrt4Ym/AWlZqo+YwCL5d02pzGaxKWMOcDyKFiXnBn5NdY1d3aL2sBTlGmUKaOZhtt/MLbggMhtWxUw+w1Z9k7l/NHzbZxfWECB1Qpi8ZFj+np2stO4oIbA1pN6Zb5r9w29U/uuON9Y3cY9yVf7n4oE4xyza4zWVCmhBCbJNkGyFEu8BECsqySUWOH6mGdvJfT3M1KAockNKHdMXLFWZ4lgEaondpgczuQcoB4PT8xgXXdJhYhUGHjC8DAK0dAB3G//r3N9Q05HDQfvG2LcAAdlJf+/5lZ35v9Lde+GD+2la344AJh5906OA4jGeVq4M9BBxjEet35rU3pXo+NTt66LnfndApAmwyOMGV6vS7eOBrqF4CyoJ7YeDRGJBF92rUR6l8P3RE8G8BDTmZzuwF36eBw0gD2CTY5dMeV6rT7uIBQWkZcG8MPBoDchtK6wQA1PsI+iahiWngWHIAaNIASum4n1F9NfggRBWBeN5DqKmnXhfRgcPgLQVrUsSc5qVz8PGjvOgxLDoJoxz2rbIJTPg+DZ7M82aiaTU4C90VZRMxoTdtGlXZgtnd5/jf/f2mdedc88jcD+659PvLF/3wh2d9Z/KozlFjOdh1gYg0gI7Ry0bpJT66Jpxyl7DxfREcDwTlpKLnjs5MfcO+oBCPUP8o+caq7R0stMXVz+8hzqYycel4ffhy+57H1aAuig7s7Azr4PiWNRHBGiZC/dzXn37onv+996F31gDdDr7k9rt/MqFzxFjO74H3f9r0TQghviJoB+daCyFEccjPIgPDJ9rssY1fVA9yctN/Fz34Wrip7ne+s/Si4ZtMl7KeD8dRG4YXCGDL1NbVbhucaHu6zxZMm08z+78++2e2tDtKYzCh1dw4Fgub6ORldILeeFduXvW8ve44KjubTvqLOiTJ1kARWQu9xWVkD+xwYePrYJCEwdYqrRtnT/nN9b+7a+rcLMrH//qF6ddNoKxPUUdtXsg22xps+2DrFjceNtMujqvfj0ld2lvnLNydHdALCuL8jgIMX5G76d96hREbttazOuJU/evM47770EdAhwPPuOza639xXP+oNRaKlCQbIYTYkSL6514IIbaD8gdyEmtmwzCc73Irgib4nD+ixFVQO71AZnfJBy/r+76xDKUdx2k78ZNNzjPMDO1EtN543EBrh00662kiBimttXacTQYpmEGkYI3n+xbacbVu27g4v98WKYBhfHCwiRmBNBTge8HHA+0Eexqz9WEtwCAXavNzXAq7hinecWlga2B9MKAcKF0oitn3gyTEygVl0FKNZEd8chOnJvE+AxBlMKP6U3z0JHGKE53QLw7yAIdArAjW5GuYf2sF5Wx6OfOdf6WsMaWjT7v57n3Hj/7TP6dXVQwf4DDnlHLbmhPcMh7DMojgUuEeavtsSSlwy/KW8z62H2s+tmPkol6Ob627ixPDNizIInY2vjkJGnBUYfYfkbKGueOwEeNOWdWl+3cuu+TsYwaXwPhGaf2l37NCCFGUJNsIIdqN/LQpEDRBb/p3Dm36++5LnpMW1Ew5bsTZ8ss6EglqWzgRRkejUUSiEa1Iaccld9O9BzZUvbCVtNJuRG/8gg2n1uRPrtxyxMOJblxkUD1s9j5bzEnL/2EHpYGUhtr4ChTWLzlBtGBmJiqjyT+wf/kD6m5C1YvosQ8cBhnUzqeFH6L0CDrsB9QbMMEJoqB8jtrswm5Ru7acQMb3Vacx37ruzglLFjV16sjE2tm4FQCINttFYNP7ghnQMfSGHVMevWVEzGW2/7eJYW3vt7Wbs1AYaQdEkcFnX3HTNxN9B/bWsL4PnY/BX/I9K4QQRUmyjRBChEUwGMCZumw2i2x2WWMOhQ0H2hcitgyHDrpWRYbY99+kj/+DGW/ls13pRJ54CyYdowYNZGaQs0tHZRZGSUBKO8TW+Ej27D8q+HA17fz8OSJiIkKsc/IPh0YXaj24VBnLzp6bGMZEigCOdx/cH4DxDWnttKW1PfCOQgjR7sh6GyGECIug321rl7z43gIoJzZ04qReKcu8K4s7igIjPymLGEB9DWpWI1cLANBwuqFTf1SA8ufI5PdA2/U3KUw7s2yZldKEXQkJ+aC54Vvyp9rswSUvhRpbYxmktJLxGiGE2EWSbYQQQnzZCsHBEmPzM3AC1jAFwQZ7aZVJYXkLMwMW0DKCIoQQoSfZRgghwqKtx2+MBYiU0ora5wryQkpgZuQP3WxDICrseNYOmy6EEGLPkWwjhBBCCCGEaA92cpt/IYQQQgghhAg1yTZCCCGEEEKI9kCyjRBCCCGEEKI9kGwjhBBCCCGEaA8k2wghhBBCCCHaA8k2QgghhBBCiPZAso0QQgghhBCiPZBsI4QQQgghhGgPJNsIIYQQQggh2gPJNkIIIYQQQoj2QLKNEEIIIYQQoj1w9nYFhBDtBzMTkbV2b1dECLH7ERERBT/me7suQgixdcTMe7sOQgghhBBCCPH/S8ZthBC7TfBAd+XKlYpIO8GvFwaK6xEvE8gY4xvjOg4pVYRNQFBnz/MIcFwHoCJsBRPIsvU839Faa83F1wQEH7sxvjE2EnGL9EIEFc5kMmVlZeXl5TJuI4QIM8k2QojdxlqrtX711VeNtfF4HIW0s7frtQuYmUjncplsNptIJLRyGLa4moDCx97a0gKieDxejPOImJmUMp6fTqcj0UgkEmM2xdUEFC5ENpPxcl6yJFWsF4IIoHXrqg+ccOC4ceOMMY4jnQchREjJrychxG4TdNrisZhX1jHaqQeKMdtYJlfR+nVq7apIrwFOIsW2OLONIrt0IbSK9uhfrF1qrfzmRq5a6lZ2jXTszJ4lVUxNQNv9v65K19dEBwwv1guhiH0/7tuI46DwYy6EEOEk2UYIsZsxc6xTz5JBgwEwo7g6Qmyh42halPDq1iX77BvtVGq9ImsCgo9dw6tZA8ctGbQfURFeCIaKIFtd79WsjnXrU7JvH5MGFdvWnswgBWb2WxqL90KQhm21jauWwZq9XR0hhNgByTZCiN2Mma2fMxmDohy3sYC2uSxba7IZk05a31Kx9amZmTRZY0BkMn5xDhdYNspkM2ytzWVN2pqMIVWEF0KR9XNsrcl4RKoILwSTJpvNWGO4qGouhPhqkmwjhNjNiIhIkdIAUGw9OYBIKVKKKPiDJkVFl23ATIqICJVMbZwAACAASURBVESkNBEV34XgzS6EIoWiyzaFCxG0QhOpIrwQTIryF2Jv10UIIXao2P6dEEIIIYQQQoitkWwjhBBCCCGEaA8k2wghhBBCCCHaA8k2QgghhBBCiPZAso0QQgghhBCiPZBsI4QQQgghhGgPJNsIIYQQQggh2gPJNkIIIYQQQoj2QLKNEEIIIYQQoj2QbCOEEEIIIYRoDyTbCCGEEEIIIdoDyTZCCCGEEEKI9kCyjRBCCCGEEKI9cPZ2BYQQYmcwMxEBzLzxl4nADCLaW/XaBcycr++WCm0LdUu2cQ3yiulSbCS4KrRJm4goxBdj+5dhI0GzQtoKIYTYMyTbCCFCLuietXU/STnQDghgA98DiqHrlu9AB00g0i6UQlBvNvA93vgF4eyM5nvJ+YuweROMz7YtI4SzAVvVFhOInAgUgX34JtwhLV9jkCIngi1ryQAxjA9jQtwKIYTYMyTbCCFCra1HzQzlkusiW7e+rr7VwnESFSXlMdgw90OBTVIB6SjIz7Wsq8+kPQaDHCdZXtIh5hj4Jt+jDoZ3wqYtmakIlPFa1tZlc561DCidKEt1SEYJ2RwrFdYGbAVzfhyNtMo0VNXlsp4u7VKSiqrwj9sQc665dlWDIQC0ScRha3U8XtohGVfWhrUVQgixZ0i2EUKEWn5ajaJIFF7D+uqVHy947h9vPTe7kXr0PuGG839xANcZcp0Qd984SAVM5Gqbrl2+6oPnP3rm5QXz1+SMp+KdOow65sDjjx84un9Kg00wrgNs5XH8XlYYNeNc9cqqT17+8LGnP19e3ZrxScfLhh065pvn7j+ibzKlfI+VIg5hA7YQJBtrfIq52XkPPnrDP79YWt314kfPO3V0woUf2lSQ/4Egb9UzD53/P9URh6y1tjA/jZTKNTR0PnzSZbecdkRpbZN1Hb1XqyuEEF8qyTZCiFALxgo4U1e1aPGqafe+8fiM5lhZorJz0pYnEi4xQj5oAxAzM1ulTOuKaa/cfvusD1ZTKu5GY3EnabNNjXMefebtp/ued9Mp3x6b0mwMA2qzB/FhwMxKKU5/PP2/fvTmFxmltRNLxFNs2bTOf/W1X8+Yf+LVp14yqZSNYRXGBmwmGJaxhrUba5037R/P1aUjZd26JaJu2BcOtS220dF4h46piKNUxHV0Pk8Skdcc7dAlGVehH9EUQojdT7KNECLUmEkp2OqXH7no12sQj5dVJOPk5zIWvrUc9g40ADCzQcRRVa+9dPNvP5xnSnv2TXXv3617mVYuZ9ev/XRuQzyz4h+3zRx+5yHDKhXBMqvwdUkJYDCa61rLepSUZCr2G9KhU4nL1jSvWb1oYUNT05pp977eZ79Tv9O1udaQq0PXgE0EYzbGWkRLmhb9/c/zVlR7TqnOttr8eiJgBwv195qgXgTmlpp6L+eraHLECZMO7JbxrCYFENlcLtala0836yGEN5IQQuxRkm2EECHHzITK3vsMnVDWoVuHyo66afpHM7PkFk2njZhI25Zm6ti1Q3JFOr7f6Sdd+e0BXeC3Qiew6p9XPTTlfS/1+ay3F0zYd2LCJbY2hAtWiIiZqMuh3/x1xesPrx56weQeUVgNx/M+feCKR//5sbb1zfNnrOETK8ga1qFrwEaYiYitb1XSbXn/sWn/WdjQEo0mrQ1zpQsIsACIKN3YwlbpaMX+3zzg+MqWNLQGCKSgGMaD50OpImiREELsRpJthBChRkREQGL4ARdelRiyb7cKLLrv4w9mrAt133kTRFpxq40PO+rI3t2dp5aU7X907xK/bqUhbU2j023c2NgLcxuqcmbVuqzheARAGNer5DcU802rO+KIH4/I1mbrG5ktu2W6bNikLrkZX0RLrJ/2c+GLZZsJZqMZY103Uf/RtEeeX7PSi3WJwGfa0a7KYRDcG8ycSzcTQzmqrHMpFNwYtAL7yLbkfKu0o8M+uU4IIfYAyTZCiFCj/Mr6VOfR+3LOr1/blMnZtr2IiwEzE2nNTaZJD/3aWUNthtPNcGIOrAflmGwzswExkaMAYgJsCFer5I9KIa3YtKxnFY0mkiAXUcqumv/+eg1WyVj3EZ2T5LWQCu/y9fxsNGORSNYuePhfn3w2N9f/B2P7z/7ik+UNjaH72LfEgAKIbWttNYgU2NYsWvDaitomS+S4nfr3HLZPZQKtLVY7ikI7tU4IIfYMyTZCiFALetQMNmmjHO24brCEoHieRhcOfdFas0k3MSmtNQC2BroMqz6Ym2vMKOt3GDog5hIzI5wbdAWVClriWFO/aumaenjrqz+bvfill2tMrHLE10dNHuLW2ZzWYRx4AtC2N5rPTrnT9M5z702bs7q2z9hLv7u/V1318SIbzkpvqm0pkMmkSTnK5mpfu+OxedNrmrUbTcS7Duoz6dSDjj5inz5uusVqrRDCCY5CCLHHSLYRQoQaFZKM0jrf5S++jlrbqTVaaeQPVzQ540RKa999/61FLVmTjY4eO6Gv44ANMymEtpXBKBT5rUuee+6f7+hczZqlVVTep/8J5x559on9O/rNae1q4nDu8tA2ZhNxoms/euvp51YurKo4+JoDJlQmp7d4PhEVxyhHMCetZfUK5UZs85olM9dUDBjbDzU1VXXc/PnCh367rrr5Wz/6Tp+ETVvWsuRGCPFVItlGCCG+DIVn5/ll7Ma6yfiKD++5d8G6Vq/F9Djton27u5rZMJHiEM5J2xgR+3WfzX/v7VRpyom4jtbUUtPwxYL6ikFJGJ91KE+4KSQbRjKybv5zU+bOmVff+ZDJJxzStYPX2GqgCABbY41vSHFhr+WwjXrk5wYSOaUx07QW/Y8/6vj9O3bskXJqq+e8N//Nl6tcVf/e1Pf2HdPjuwNovc/khKwFQgixB0m2EUKIL0l+fh37vtGJZP2iR//66mufe021esS5R548IuUo41tQKHNBGyICLDuxwaef9suDI1HyahZ+/vqz8166Y8UHsw+9/CcHHdYLrYZ1CPd6IGK2PkU66Prpr7z/yrtr6vuM+MEPxh3YuzSGTDwSnLCqooloyokT0hkOvmlvV3tzhdFL3fnI/zqxR43qPWnkgSnVDONi6EETOsar/33fXMaa+s/fW9nSv5dmL8R3kxBC7HaSbYQQ4svAhY2Hfeskk/UL//3nF6e8n22p1YNOOuTi8/tWaDbBefPhGykAUKg/iGCNIR3tM+7woePAIC/dp0s0+7cnVzTP+vj5Z3uN/fFA18uwCl+4YbYGUYeXzXx/6hPLqtKJnmM6OutWzZy2zMRaF9V7vlaa00tmzZ+21q3o22ffHi5A4VutEqzfIqJkv4n7DwbnkF7jsSIY9kqTXfc/rv9T781poFyuLtNIKslsJdwIIb5CJNsIIcQelw82xvPhpmJrPnviLy89+HZjay16nnDYeT+dMChuc9aCiMKabDZsJWBZa8caP4vGtGXLKhnvNPrwfbr/a8WSWGPD0i/mp4ceEE23hnDsiZnJSXDD/Flrvlhhyjon9KpFL9+7mH0o12+pyfiudpGe8+Sbi8B9v3v6lT3KHSB8Rw3lQyaz35rzclHH+nBcTZaJ2bJWydJObNcDMGAQcZGsIRJCiN1Dso0QQuxZG4KNckuoau4jd7zwyIzWlgbuedyh5182bkTKT3uWiUCkVdBtDd9OaZzfHoBJ1cytSgzv6uZ8KCJm32Pj6lIGO36W/bRPKs5s9naFtyIYF8ulG5qrqhotZzltrGUoWHZLO8bjrlJkaxevWt5svGM9BoVyB+XCvnvQ8Wh6/ksrO03um8jmoMjATahsdt3a5aR1IuKWRhNsLXHI7iQhhNijJNsIIcSeFUxFs45bYpfOfvD2F5+Yk7VZd9/TJ110+YTxEc7COK4iaAe5ZhgGhS7YACBmS0ppWvP+nb//pN/Pzv7h6JSBz4jEsfajNxbOTTpONlKarOiaNJ5PpPZ2hbdESsO0oHT/M4679dC0jShiENiwTmH1E7fP+HBZa86WHfNf3/xa30iqR5kGcxjX2wQnO5Hiupdum/rYNHVAaffLDyzJwkTgtqya8/JDS02cnJ6pjiM6lZO3XpH8Oy+E+CqR33lCCLFnsTVMKppd/MGUu15+4kPPjZDbtXOvcrvq1RmPZIwlkNKqeW1V1wNOP7Qi7sCGcdyGiJi8lQ//6q1PVnmLf//Ain27DNq/SypTv+z9JR8vaVQ6ly3r1u/wofupdL1RTsiqDyA459JHpGPP3j16tm2MbD04Kei3Uh/AWmsiPUcOGN8/odDawsxhPEaJGUqRXf3i8//7+EovHnv95gdXDe82cEilU71s5qw1a+rY5OL99hlw5MhU2k+Tki2ghRBfKZJthBDFg8EASCutldakEMY5Q1tgZrgaNSurFs9v4kR5nHzjN3zywjtzTWGdt1JobS47a+Rp+Slp4cs2YIaCTvTbN575sCWzbPnMNdUL5sYc47U2ZrOe7zmV479z+PcOTrX6OeWo0FUf+Wl1RNaz2RwXbhy2PjsKWQOlXe0o5FrSTQaOsgylwrgHNAAGVMUBE793yLo/vdZss1UfvlGzYFYEmdbmVj+T093Hj7vw8v37uJmMVZpCve2eEELsbpJthBDFgZlJETHbbGNLfZ2KxTJpn6kwRWdvV2+7GMTWz/nZpnSz7zJZa1tqLQOFc2yIOJuLmXCeeAkAICLLVpWPu+Ssuyctf/vVWdNeqVq6staDclPl+x058tjTRo8fUJJyPY+VDueWCIXNk0lhw/lBlskqTTbT1NpQ25IxqZwh0krBGgtQ+FoBIhAzRzr2P+7a7w06ccELD3z09oJ1NatayI116D/46FPGnHhkn+5l8JiUCpYMha4NQgixx0i2EUIUByICw+pkj5P/+rOv+yDtxEqpBeTovV21HSDlwCfb+ZBJ10w9KLetIRmGTiVjxBZhnAgVzEljhoqV9Rs1tMvgfl8/x/dtkCt1NBkrTUQ0TI5JESGM407bQMrRtgV9vnfnBad6llknO0R1sDtaSFsQDO2B2VBJxyETS3sOG35GzrcWAKlIJFUWTxB8a6BCui2FEELsSZJthBDFIcg2TMotqawsBwA2MH4YV3tvJl9zHUtUxlLbWWPP8L1gDlQIm5QfiWHLfgbkxJKVMVL5AQG2sD77HoKN00KcC7ZERGALt6xDtAMouKkMwtyGIK4QmC17WdLx0pJU/oeAGWxgPeYivBJCCLFbSLYRQhSHfJeO2fqwfuGrwTPscPfg8n1MZuNhh1sjh3UPaBROjCQws2Vjt/KKcNZ8u4KLg01uqvBeBKCtcoX/WgO7+V0V5uoLIcSeJdlGCFEc2lZLbN5hC30Pbps138E3hE2hWtupXjgrvj1tF2cbfxFOO74UYa69EELsQSE8gkAIIYQQQgghdplkGyGEEEIIIUR7INlGCCGEEEII0R5IthFCCCGEEEK0B5JthBBCCCGEEO2BZBshhBBCCCFEeyDZRgghhBBCCNEeSLYRQgghhBBCtAeSbYQQQgghhBDtgWQbIYQQQgghRHsg2UYIIYQQQgjRHki2EUIIIYQQQrQHkm2EEEIIIYQQ7YFkGyGEEEIIIUR7INlGCCGEEEII0R5IthFCCCGEEEK0B5JthBBCCCGEEO2BZBshhBBCCCFEe+Ds7QoIIdobZmZr2ZjgzyDa2zXaBcyWDbO1zMzWsDFsLIj3dr12DTMDxMxgZmNAVJQXQrVdCMvGsLXgIrwQTPlWGAPiIrwQDBBbw1xsn74Q4itJso0QYjcjIh2JOkkNgC2oqIaH2Wgdh47GSCkdSzhJbT1dXE1A8LE7UNqB4zgJh1QRXgirVQR+c1wpraMxJ6lJadJ7u1q7iC1IQ0WipJSTcIvzQoAcGEoq7RRTJhNCfFWRPIgRQuwuxhit9QMPPJCxcGJxZiYQiqtDxACBPY+9jIomoHXwlSITtCLTCoCiCRCKrxVBhY3hbBpuhNxI8TUBhQuRy7KfU/GS4r0QCmhcv27i+HFjxozxfd9x5MGoECKk5NeTEGK3ISIAFRUVipBKJFCcHTmtVGsm05pOl6ZSruNY5uJqAgofe0NzhEAlqWSR9qgVUc7zmlui8Vg0EY8ba4urCSh87C2t6Uwu26G8vEgvBAHMXE0mFouj8GMuhBDhJOM2QojdhpmJKJvNKqVIFdXMm40QYK211mqtiYptqc1GrDEAlC62iVwFBFhma4xSSilVxBfCWrZWF/VYB3MwKus4TvBjvrcrJIQQWyfZRgghhBBCCNEeFPNjJCFEyAQPdOWJiRDtVfADLuM2QojQkl6IEEIIIYQQoj2QcRshRHHIDwqBseUDGQIxiuJhMjMTwMGi8g2ICMXwODxfx60/FCuOR/r5A2a2/livWK7DBkFzNn1MWRwXQggh9ggZtxFCFIG2YEOMLY4+ZATBJuz9uU26oaGu6da0fbrBYY5bqf6GKYkhbVxhU/JtVbGtZSFuw6byOQ1cbFutCyHEniLZRggRdm19ZgJAxPC4IY00QEBJjBIR2uhFIT30faNck08IyHJNFp5FKkkpt0jGCzaqv81wYw4ZgIC4S6XxDVcBob0M2CSjZVq5ycAAmpCKUrxwIwX5JvybNTMj+KxBIHBLAzcSYlGqiIY+5wshxJ4ic9KEECG3YX8CJuLceu/ZF70b38TMLMOhU8apK74VndBBUf4FCGeXtDDZCQRG1q6r9158wv/JR6hp5KuvTPxqrI6EPdswt326nlm9zHv8Jf/ueZiXBTQfOEj/+Cj3hCFOym0bYgvhZcjfRWzQ2uzPnun943X7z2oA7CTotP3VRZOjB3bTGmBuCwwhxkwEtgh+LmoXZM65wTxTSpOOj7x2TCTjc9wNdfWFEGLPkGwjhAg3pmCFDRFZryZ3/Y3eb5sUotynUqVb+Yl37KtLs3dfEP1OP+0bq5UKZ5c06FZbD+vrvXdezV31Oi/Qyi2Bw4jrINGEOdgg3wJFlPNefy573jNYqoEYuiWQ8+ndBebdJfacY+xdx0aigNaswtgYZqushlObvfNu75p5hEpUlCFOVJfGAzP4gdmZv18S+/6+KjhYJ5RNaJNPNkyKiNHg3fuofaZMOTEEw5ghv5mEEGKPKdbD9YQQXxFMbdO5jHn6Xu+3adIJnD7emXqG/ts4dVhnNFSbX071Pk2zA/KZQ3rYpmWPSDflbv3f7MlPYkkZ9Uxx1MA3sHu7ajuJiIht7fuZ707F0hL076cuOMC57+vOHw9Sp3WnGOOht/275hrXId+Ec7IzEbFiZqjSTrRPLxw/XN12uL736841g6hPjB3DP3sy90ULMwXTG8OLmYjb9qWws173blhJUbK+DxvmegshxB4n4zZCiFAjZoZiBrxV3i2LyInwyJHuQ2dGDTBqmB3Ss/WIe2lhlf/PD/TNB7vsW3bCOHJDCsTM5eprI9Ucj8YfREOW2l/P48/COHdrq4ILYVsjztcH+s+2qqk/jQ6LagCAPfqz9JrbeFqdnf6ZMaO05nDOSSNSDEvUKfLDE3F4K/XYxy0DG9BRk7Pl/+Nd+znqltvZHu3DDJANYxMC+dloRERkmxZmr30edQmO+gS9t6smhBB7mWQbIUSo5VdvEHjpB/ZdjURMXXZkxPPYAJqsE1HDHbuyHvNWcDMjSWSZdPj6pEzkMBHpyV+PHn+CA5j5T2aVtcUzeShYROP0HOf8Y9/M3z7RwyI641kHBCI3pQ8p896oIfapmaiM2ezt6m4NMxMpgNl0jewHgGEBEMAoV4hYRonqophJgW0IEzKAwjbilkkRgGbvrw/ZF+PUPcLVfnjTmBBCfFlkTpoQItSYQEQENp9+zsoiGlGju5NWiLncsij30wfM8y4x8Zr19vM0Q3M4N3+k/C69yonodJZzhnO2sH/v3q7bzuHgMrBhvzx2wUGuAcccKA3tsDFc1ULQbBRHObSxINiUgkFQlo21Oc/4adO42n/3VfOntahpxZEHO2Pi+eleoWwCNpxeAyYyc1/wfr2a+lTw9QeQyUq2EUIIGbcRQoQaAcwAwVatI0vQJdQRTJpbvshd8Zj5T4LO6IqH5tL6DK9o5OHxYEu18HXxKDiEhMHsKnI06SDZhDQGbKmw7kmztuwxXA22BIAML1lkXk4j2pEG9qYYUY6sG9JmBcNk1lqlHbNkVm7qAl6yxj69GNWl6txvuP99lBuPIL/AK4y3Edo2qbZks0syP38JLUn85NjIZC8HK88rhRBCso0QIuyIYMF2XTOgGDFUKqI1mWv+4f+tXj91oS6r8h76kDM+12eYSHEoO6SFXjURFaahhbSe21SYPUdE7ChithaKFPxluT+9iuUO9+zkfH+kw4aVDu2gR5610OAVs80vnmR0V0giGcPY3qpTgtpOfQtluGFmZihYaM+/81/2xQiNGaKvHu9+9mIWisBgZmvZMmPbh5QKIUT7Jc94hBDFgRQBTK5m13p33e/fuZquPTty4nBnfQNDE+U7okUyw6t4tZ2kysSKVXP2j4/7961HLEHnHeaOKSPLrCmkm9UVkNIA1IAJkZvPj151ir6gL1Qt//DP2QufyzVYFE4hDWEjiIiIoLS/4Oncb6uopAPddFo0zuxEEBw3SopIkVb5JC3BRgjxFSPjNkKIsAu6bEi4gEdeE998f/bqj+myH0avH+d4LZ4PAiOiKeYQmIhDvMFVsdsQbGAVOZnc/VNyv5pLtgRnTHZ/Mc7xjNUOETNC2qkOGkBaM7PuM1pfORqAxdhsz3vNbavx4DO5o4e5Z/QlBWvDeMJNfqVN/cLc+a9zc4zOGqkPdk2m1maaCIrBZNKWm/00qWhSxm2EEF9Bkm2EEKHGgGKAoHp1hlqN9avsz+fxqWdFbjrQtYYdn1obAYUuCepdRkwsfbk9ZaNg4ytys7l/PZC78l1qSOGYr7m/OTIS9dkqUm37JoQPBzVjNkwgkGGf4fsU7R793qDM/WtME+iVxeaU3jqmiGwIE1pwgqr/yuN2epySilavsef8K+ta1KwjigA+Pp3jn7fSHzo6cuV4ZQwrJ3RtEEKIPUmyjRAi1IjBigFyBvbJ2lVQGid/K3LrpIj22CqYVlu9gompQ5L6Jol8S1rm2u4JmwabXPbv//Cvmsnr4zj8wMitx0a6O8hZOIBlVhS8em9XeTPB3mcMy9DKwFKOSREimk1OxUvgODA5tGatZQ2msJ5wQwT/o0UWObRoem0FEFQzpVQpwWDFInvvDB5XZq8cD8sy8VwI8VUj2UYIEWpEbFkRQAPHqmHTeFEc8Rh1j1GOESG7ZkXusSriSuzbkyoUPAMnlGvAi19hkb0iN539099yV8+mpiRNGu/+7ZTIPjEyQKStHx3CAQ8ELbA+lKv851/Opbu4p4x0Afa1isBftIIbM+QY7lnpuIqIwrmVdZAYI2f92BnkAQoqOBbW8spPc794F0jQ6MPcK/fTXbsqAE7oN3UQQojdTbKNECLUmCg4p5BT/dyfdsueu46ef9P7HxffHY3qheauF/Gh4W6dnTPHOdqy1RTeGVHFLZgNBb8m+9d/5a6ai9ZSjO2n/jARFQ3eivUcjSivzq73dPlgp7dmE8ITVJktk1Jm6czcXc+YTzvwB4vsN0ZRD/B7s8wtn3K9hp9QJ/cnl8DM+cMxwyXINnrI/npI/itBkrdVuewv3gI09emvzxjnBptqqBC2QAgh9izJNkKIUCMmBLtywXG+da554xb/vvX0qxe9pz5CUz3PXQa3i7ruBHd8mfKNdZQqlmhDCq6DqIPQZYCtYyal2NbN965bQLkKijPW1uOqp/y6LByC0vDqbO+B7g1DHFgO5cE9DKu0gtPEaxuxvIVvXOdNnU8V4KWrabUh+Hz12dGJHfH/2LvvODmqK1/gv3NvVXVPlEYRRZIQQSLnsIBBsjFgkuN6nROwNtjYGNvrCPZbnrGNjQ22MeHZsDgQ7CXnYDA5BwESyjlM1ITurqp7zvujqnt6gmAkEDPdOt/9fPxhRz01VV3n3rrnpiIRFiIzAgcA0zVP7OCKP2CCYdlQoIwPWLgCIiehk7pA9xJQSm2DNLdRSo1speQGoPrtM5ecQwfcF13yGB5bBfh09AHm7NOC46dbYjFmBL9xsZeIECBhj6xu4UIPOsLkhSoyEteolBMRg1wrt+eBHhMbWb4ey+Pi922ATl45BsYAbkTeBCJjRcRMPiRzzXbRQ0+4G56Rf74qAKGW5+5jPnds9tTdPC95V+wIDaX0LUnGFhfSsDhDFuACF1oApg0F8S3FLKVPK6XUtqT0ljKllBqhSvtzJa/sEHTx0ja0CCwwaTRNbDQQCJIPjciVHn2kl5Nr5UWdyDGmTDDb1ZEZ6blNetrhRn6pDYL0ey6f9CQOtXW04ziTxYgcL0jfZpmcmKCb17RjvUNMCIDxo2i7RpNOvSMiVEIoobdw9HTyvBbAw6hRNLPRsIzEHayVUmrr09xGKVUBetMb6dueBlCW2Izo5EANtzeNojStSfOakZibKaWUemua2yilKkPaMIVAgN6Ki0AAgZL0ZjhPcKhKLez0KohKDeqRfAX9T3twlMzmGrG5gYgkwZL8P2X/kgTSyL8P/fTeluLlEIzm+UqpbZfmNkoppZRSSqlqoK/1UkoppZRSSlUDzW2UUkoppZRS1UBzG6WUUkoppVQ10NxGKaWUUkopVQ00t1FKKaWUUkpVA81tlFJKKaWUUtVAcxullFJKKaVUNdDcRimllFJKKVUNNLdRSimllFJKVQPNbZRSSimllFLVQHMbpZRSSimlVDXQ3EYppZRSSilVDTS3UUoppZRSSlUDzW2UUkoppZRS1UBzG6WUUkoppVQ10NxGKaWUUkopVQ00t1FKKaWUUkpVA81tlFJKKaWUUtVAcxullFJKKaVUNdDcRimllFJKKVUNNLdRSimllFJKVQPNbZRSSimllFLVQHMbpZRSSimlVDXQ3EYppZRSSilVDTS3UUoppZRSSlUDzW2UUkoppZRS1UBzG6WUUkoppVQ1mYb+rQAAIABJREFU0NxGKaWUUkopVQ00t1FKKaWUUkpVA81tlFJKKaWUUtVAcxullFJKKaVUNdDcRimllFJKKVUNNLdRSimllFJKVQPNbZRSSimllFLVQHMbpZRSSimlVDXQ3EYppZRSSilVDTS3UUoppZRSSlUDzW2UUkoppZRS1UBzG6WUUkoppVQ10NxGKaWUUkopVQ00t1FKKaWUUkpVA81tlFJKKaWUUtVAcxullFJKKaVUNdDcRimllFJKKVUNvOE+gV4iQkTCURQ5lkE+YPzAt4aKnxziMUFEHIdRvIljZgJLQz+gGinScHFhGLMMdmutn/EtkgB418+uJIlAuKgQucH+nWwQ+GbYT1O9XWkdIuLiTdxqY33ftyTDeq+Lp8lxHMaDnaaxnud5RutENQSlB2whigetheEFWc8MdzC9RS1MZP2Mb4a3ZKp3zZCbmukHhRkhD34sz6Iaa8vSlSNyGPTSkwuHiAAgAkdh6Ab7MskGw1K4SAavkUa+UluC4RixgAiega3COFNvT99QcQIBCDAG1iD5l7dV7NJiK84hZgjBt7CkcajetlLoCpzbCqGrVOUqVrxJxc4C7ls6hrkfQW1rygIyZjgBCIGFIdqMDvl+R4OwpOEtABEMwStW/m83vIspTBTDAWSQqZ6e/hGU27ALjQ16Xr7ouxfd8/Iaa62gNyiMCB9wztUXvG+K7Q0TEefgPAo2eUxxkbO+XXLj1y/446urY0PgNGV3ScJ+5Peu/8HRY6rlbm5LknBpe+Ir5/zs9ZUdRIYMJeECQGBrjvnun791eJYl/aljsCW/70GE4SDF7octi4G0AhImGmSGp7BjY+Pnfv2J82/fmAcRAIKIiDhmapz4ofOvPX1PiZ3xrEZgBUvrkKj9kSs/dP5NxhgGJV1/IGvhXO3suV/71rlHTnBDvNe9tRwzYjuglhPEItZsZgMuiVPpmn/HpWf/+sHAs1Hsij10ZF0czT71rG+eefIUEznxNSLVmxMXs/Xsa1d/6Qd/XdzGIGNNWgsTRLxs/X9ectMJOzgn9p0NprI2AEMs9Z+AUiodSRNRWIyNnv35f1xwb2efWpgdCzVO/8gFV39x9lBLpqpwSdsh98ovvnvRnS+tHqSpuf/XrvrxcVOLzXzH8x8rfPlZeD4YsMWjeIwwSx97j//ZGTZ04ps03XCOyOv92BYRESRZUsxkLfoFZeyEDCwR0s6uLf0rIII4oQFRL8xkDLctC3/9N3msEb5DMuIpABlE7fjkh4JP72LhhMFiLT//q0/++M627v6FC/WTP3jBNWfu9e4XrpE0J40dLOLmpx+84/4XWwf5QNsHOs8/TiTJx4QlMibjiW0tXHuz+8N6BGPNV97nnzrNlj2VRZgBr33ebTfevrBrkGN6n85jcya5qZEiCZf86vvvuuX1dfEgH/A+FZ+XZO6MGORZsesLN97rbmqh5bE0eXTsbuYTx/jjPeOcGFvsA9/MsxAhgkRCnomfeSi68J+yZoo5/4Rg7iQTs3hGhAXWrX3ixlvuGeT3TePMswRgFnobdZQafmkdwoVVL9x///2DfWJ55pSzzz1yaPc67U8Dw4GsRdBeuO1ud8N6WhhJg6GjZ5j/mONPy5rYid2s0E0ClsLm+Q/fc89gEblhh+PPFAAsb+epqbYNyQPWtr58zy33LgsH+8ScC3ACWGRA++xt/dXkec0SC3lW0FK45QG+dQ0WOXiQo2eYz84NJmUNs4CIiJhFALf20ZsGrYXtpN3OhtbC24xSU/OhO+5/vmWQD7SesPH898NKcVijbVV8/3OEAGCgNBjgBHVmxt7eZ0VYhAguhjMUeK4wP/r5vXxnHmGdueYzmRk1mztuU8zbiTwbt7wc/8/T/Gg71oDG+3LE7vZrcwIjxCKE5P+25EtImi4sZPOF/77c3cbUuIe96/1B2m4RAiTf4R54jB8eT0iaWAIYIADWyX5z/PQwYIHldY/97R+DFS6M3fksDEfhGkG5TXLnyW8YPdaYdpqw11HHHbLXmCxHSb8ix5N2aSRJUlVDBsj05G/7u/vpApnXgrZOwSQ56QgPfZ/KZC3AtXufcc6X32ixWQ8sTNbveP2+v9w3L2Y0ZkzpT6tKktwzEzSNHW82rKMpB554/AE71njsGAALZXeZQkQEhhh4Lnrk+vBrL8rKTqwPAQdYPLLMXfqY+94HM5/d0ySVU9LjsBkknYpmLHe+Fl1yW/z3DUC3rHpPqXUIkAEw7uhvnzOmMzLWADAk8crn7/zHY0vtuHF1PgGkEVjp0jtIJmgwxlBQ37jvnA8fMT3TE8Nag7BHtj9iJw+ANUMYs0nm0xCMWEQv3Rye8aws6cDaApJpN/9a5i5/Kj7rhMzXD/bECRsyGGroEgCxU/d9/xdO36mxxoudcyYYFa59+JGHn3h1NTc11liC1olqKNKKy6trGp9ZsSbCXsd+5vDdR3mIGQR2JlO/y2gAQwj5zfyrIgIY8lz87F2F8x6Slwto7kHy5H9yBV/1pDvnI5mv7GVFSgsCIOPmfOucqV0RWQPAkhRWPH/H/z62whs3ts6H1sLbjFJTs2mcMW00Yc8jjzt0775NzVEkvXU6eQGZeqIMJo3Gp5uk3ZFHsA4bG+i4cQCRR8JM1mO7oXDVP9xvF8q8DhScoEE6k6lpm5fbiDCEIBsKl/49/t0bsiyP7qTrwODuxe6KZ/maL2cOrCWGJA3Yzf4OSoP1Jn78+ujHr0ge5I0moLiCBgDgNZqT95e9RpPv4ET8gFauwyMbsbYR9V765QDGANG4Y/7rGxPaC8ZLmzjRqhfu+Pujy23T2PrhKVwjKLcpEiFmxpijP3Pe9z+0Q40wp0EhNmNExBDB8bw7c194QhZ2orlACEB1qMtSpv9TmYwlADsd9+XvzHVCBmBxZLyOO5pvuO/lkDFSJuSpLcXMzIzJJ379B189sMkT5uKoqA1EyBCoO771r4XPP48NMYFlrI8d6tCSx9Ju2rjRnfWP/PjR2ROnmpjF2s3qBBEhgAVkbHt47UPubxupdjTyWQrK4tBYANl9PvmD2UmqI4AhKbxy5as3/Wux4UGXMqpKJswMqRt/1NkX//AgDmPjWYKwGN/3ARhr3vKep1OFhSL3yN8KH30Ka0ICyygPO9eiPcTiHuru4v+6tTBmND4z08YsNMTQTSvHhqmHf/6XB8EaCLvIeNn4tV98ffG/XlkJ0jpRbTZJq+EjP/edC06aEqBUC5MJAJh3NrkREQjI5OP77sp/4h6sY4JI1sfsDFp7sLiHNvbIedcUJp6d/fB0y47JGAA1+372h3uirBbufOmKl/7+r2UiWgtvk0TAzBhz1KfO/eFHd6ph5rR+FJOxQJ+akBkQTNnL//5cr8dJ1hIEziCTIYiwIRuHf7k++r/PydIcNsaEDDKEqJZsMUHanCIg7Mj4vPTR+JKneSERCLvUoNZieTe1hfL6wviUS+mRb2d3ZBbagsKVjMpASLpeKHzleeRryRA1Bb3tFjIAzJipmTO+ChgQJI7J991zd4QL7pbVZX+SjCEgs9envrdHWeFC7rWr5934yFIatibO1s5teqfFSjFUSleaDFHRgEXXyX+abF1dY01NvxPk9F6KFOSJFUAtdm2SupCeKwz659PD+tlsv4UWdZ520Yw8IkIgIUESLeWFYlPRUgyXmob6hpqavodjJmNc+4bw8kdkQw2NG4cffyxz6lTrBD7Fd/2jcN5jtHaZu/FlOWIajTIsYorTe0SStAUgStbt9esXT4Z0OQZZEz/7ZHzJ04hGURAK99lVJK0ogpqaPusl/IYaHTCsBKXVobLJ6iuN29LPk08Y49fXZWskM6BTbQg3XUTEGMP59vD3D8kan+ob5HsfCz69sycCj9zjdxfOupeWr3V/f0GO35XGE7OYZHo4SCBITtdQ8VldKjPFB5cNauuLEcmAQX0msMkHtvzLUlWhbAML9K2H01klaf04SDWcqatvrK0ZEELpJ4szLQWSrPsnULHC71sq+kcyEUzv6gIRMWS4e310052yztC40XLeScEn9vDIwZr4iVvCbz5B89v4umfdkZPMBI+SqTQU1PathUVr4eqx5U1NGrSpiXSMvHR8gGAylKk3BuKXtwaYIYY8dDXLS8sFTXTMKHmxQC2xbGlHERkPHJvpc4KfryvcmPHOer+/U4YcIBvyZ/8WNwpWr4jveYPPmJEut9ycgxebLmK8Qv7CG/i5CGQo2YqjdALJc8J6VNtY9lvEdRkY7rPAMxmRGVC47HAXrq2Z2yRfBhXHhDfRrVic0ihlPwEAcXEciVhhSao1AEnFBoGh6fuYX2TovUf5k1rin14aP2cw2Dol6W2oFn/CDsZGm9g3WA2bYiMSQsmQ6KCvXhoYLWXhEovYPgurCSJiGqdmf3d24f/ezN5JmdNne8U0xTttX3fza+6mZlqw3q3rsaNriTkZFkRSAxYXbSUP177JTbojBVkrnfOj39zLb9QYT2TAbon9IrDYbIhjJygO/6qRqRhLSUPrzQKyvI6RYjOOYxGJI2fL1uQPde+m9K9mxmR/eW5+6p957Xsz5+7vJckHgOP3825/If7Delreyss7ZEIjSamxmczBLh6/eH7F8B1YgNhFxgYuTndD1YjcliWhXv7QHuSp3acV2ftDAEge2n6fGTilJmVx1q8QiIqLrQXJkoE+1WvZJ01vJCdHStpSAqGayZkLzgbd6MJDMl8/zCuu3vY/cAD/6Y14/jq8sILXd2FiEzGzaC1czaTUy7TlTU1ONx5K9aukk6Yni4jETryyvQKIYFmEzCGzzDW70IGHZ6e+njv4Bm4pbHGznojEWLL1/smf9d5HyPrFxH50cPbu+ZtfRGjw8HJ3+i6+MG/mmFAy746sFz3yF3dZW9IH1rcnebDvKo7heRIzJJnqX/bRQZo4GPbCtTVzmz7P8ah1af5/5sfXF+QlIV9kF49OmxJ8ereaiTVJfzn1JtnFDsak0UADo4xIGnfKfm0HMhacd0GxWTzYKfQesXT04pHVCNLbiBSSuGNp/tqF8VXdWAQEkB0MnTol+MIe2YlZm+YfmwoX9AkXEYCsnbZf9uI9OLIeQRwDLMaawLe1XgyiQiRRLAIjYBKwkKHw7j9G574kE3e0V345uwNR0mQsHTSZqwpD1BH99SF3TQvtO1UAen4Do3+s9p5k70/SU9UoHMmSkGSQobhnVf7a+dFfO+UVUAHY1eLEJu9z+9RNqzNJdV5qm1Hxd8v1O+rQ/jIBxkzYLfuT73KOrAUcg0TIGOPZej8CURhzGIuQEWYYsCOybuPjhc/dxo/GdOl/Zj+0vcUg4zZ947Fv4XmHvj1VgYrDKkQEcR09d74YXtXBzzG1AWOAk0aZz86q3Xe8X0yle7sI+1TD6X+WHxYApZv0UXP4p7/GX31dPjLXv+jkYLQQQ0yfh7QIkxh2r+bP+CvfkKNffj7z+d28YtKT5Dgga8bPyly8s4uMtSDHTAJnjF9PmVoBqD3PhVhEKK28tRauWsWmJhGi1qX56+bHfys2NWd4dOqU4DO71Wz3Fk3NtGnYe9D+LcpS05H6x4yxRGJnH1kzG0KWkCVDkqyF2SKl1IIooGzxRxAiA+MoGVLae7zpn5K89XGTpovAQ9cz4TmvoFPoA5PozrUSD9Ju6XOV5S3y8gnQpVLU95eHvXBt8Zc/BOlMDeGN3Zfe3jnxmeirHfJoHp0FaQ3xZI98a2F+r/s7b1oZG0LEyda9b3nM5KsSApGxBEHohNN+nK14LWprS9d8inTnr7mjc9Kz0dlt8kJBOgvSUsCzOfneosKud3b+bUVkQMmo21tFS9plDQACk8l69T5EYE0yDsMtba61gwCZOto21RIlY64sINn4QPT5F/iVHO5/LT7z75GkgzfpYZPagYkMuRefiS76l8hU+vKh5n3bCaIt3LVEjTwiEgPUU7jxoY27PBKe0SoPFdBckM6CPNMj56+Jdr694+plUfLZwbpWNnnY5H/fVLGzRmD8jNcYUHnodmyM17cCkIkNdkJ9GrpgiUnQFf3kPvePdbKumz/y+8ILORER7ZpWQ5Jm6YiieY+373FP4aR1/L85LC9IZ0GWFeQ3ze6gBzq/Oa8QASTiNq/HWIRJRPiZ56PvPiMdBlfcEX7/n04g4vqOeCcbT0n0m7+4a9dKZzef/vvw4RDFjQH6VOzZrN9QKh1CHknPeunoILDMmmTG1oFISBsHVS4dLe/svuyOzonPRGeXNTWf6pHvLMzvfV/nDSs2p6m5WX88bcxbIqJIRFxxUuUWotJYZxEDJORyr4YXvCGhg603x+9p+0/Qf4vzTJsuMRnTE/7kZn62U3bZ0/74QLGbmyRVgK283qY4EWJ9XmJGY2A+PsrsbaUlLzd2yQtC6zujCxfk9myq26WWIsamX1RTRL0T3ZJEvdQfqU3KiieAAbOszkuOaYxPH2w0B2TQmpObO/gJoCOMf/Rqfuc6u38TOYfBXidTrnfcsPjEJhBBGOwRoui+he6hCLBmrx3MFI8kZmNNMgGtsxthDBDAeGljMj2jONWbCMIMY0l6FoV/uIMXEU7eN/P5w/lrr+RBRgOxeoiAKJI1sawRyhg6uYkOy1BPQe7YKI/GEhn+/DPd+00YtU8NbcbUanawHi+5r3D+/TzfUE35ICRLtId338czWZP0jA8IXUvWxU8tcLcWCAYzp5kZGeKYjWfSd3d1y6sRhAgEaeGO9JUN1fbgUltLOgF3XYHfYPI8OrSOTqwnG8mjnXxXAT1Wfj6vZ2YDfXG6L7yZCwoERE5au2UVKLAIu9HVVZxq1u+TRFTg5TGSrgMXc0cnaGyyBnJAxZ78N5MjshLe/3r8civAOHwXf1Kt2exJO6oCFTcj25CTmNEQmI83mn08ac3LjV3yvND6rujCN3J7NdXNrBtaU3Mz9OYhEBEYUxy8fDtRl8YsO7Je+PjN0VPr8dpyXNPOOVDNWHvz2dk9i5NHhnbA4psd2fg2euyv8f9rBYy5+GPZqS/3iGzx0qAR692Yk2Ya6847mHOLzHf+rX6MSZqIfN6a7i8/El4RmGfb4lvXxt/YORhaPTnY1Aqtt6pAMg0H5DVkv3hEXP+aOeGI2h29ZL43f3tVz+lPhH/w7Ovt0V2d0f5jMhhytJQN76absVMAt/rp+M/PoBuy417eiTuRiDhDHgkZikWmzLFffEF+0yzim0ve75dW4KSZDYiMoDO+6b74t82YPtuecbSVgiskGXZ57zsG7n2gKgUReQyMzp41Ky4s4EP2rjtitE2eot9p6frm4+HFPcRw/1gme82EGfIQeDKeLWGXPLFBFvR7yLKgVVgEyTQzmD6hC/LhWufFf3oYHUYmzfBOnWWS0PUhMOTFIhP9C2bxgk5ezXT8ycHBGX05uxqy9JmNwDvyoLpbnyz0zKj78DQvyfG/3pm74qncl1tNFLtHW/nfp1G94WgzWkREhkWsOWwv/+yn4is7scP+3r/vZyHi+r1VOUnHs/5XDuQbH5U2xuF7++8di96atF/FTgIRFhNY1/lUfPnLWE4yZmfvpO0pK+JARsO/yiXjDqax7rxDuGuh+c6/1Y8tNjW/ubb7rIfDywPzfFt889r4vBlDbGpuzl/vbY6+w53swkwWsmyefGu+FOoIINTjz2f4R48npN3BQ3p/Z5rZMJEnhafCr78uGwr45Mf8946hTgcupoZV1G7ZirlNsrtJstKofmrDz6YgH7oNcdy1kfMeNUV2ZhOhHYjl1TwDYnT30W1YutmHQGDGTmz4ykQUCrw+H3V1c55oHNPuo8m2igtlXSgMeIRBXxU3UPnwLljIWs69Ep53C9/JoMCcfoR38FhyTmyyNy/Bg3Bt9v98J/zEAt5uN78p3bM3qb3SnhKDeN7ThR8/Sv54fPxQ77gxhNUUGIEYEFlLRGSKk7wruYLYdvWOEIMm1Z87iaMCNnSFnTkXRuRlzRG1dGVO2okea8k7yRoZ6lMtfRD6NTR5rGn34aF3gxpicg29M5WpT48gWcNucXTB9e4vDFj66KHecdtRHIvnGQFIYD0R9vb/KD1zaLQ26+06wfZ2KmofkHorZZtneLXZE94TSITWnrgnF20sUF0tZjSZA9bx4z6t6JAN3airo82YiwkhY0TE1O+Uufi7dPY6NE0NxgTEIr7pv5eAMSLizTiN5h8ULSEze0oAgfTZ0qU8sUkqdomXRt+8h2/fCHJ0znHB4ZOMODbGaPRXOUGxqVk7peHnk3ubmgWPRoUV3NRMHwV1o2j7sdRRAw6lpUtO/Un+1OODP58YZAyGmIMkTRdn4HcV/utOfq4NY2bYHx3pB0gnBYBBhojIs9XRbtmKuU1xkwUiEtcdPvp67upl7k+5dGtHEOAZ33JExhABWv1sy0q72AgRXHf45KLcFW/wHwulfZsIPqyf7HFGNLSuivTQ/VqHhUWF7//dXdcB4/C507wz9/GYmUy6BU/ycSPCXrD7LDAX6w6SJKQFxgh3LokuvRVvZHHEDO/0A71cD5u8RJwGdyEnYQ87H9ZUQf/HNiqd+QqQxGH0/ILcdQvcJfmyHj+fYAkipneF5dAObD0Adufjah887i1PAKXQNYbjleFFN0SXtBBi+eD7/O8e4TMz2WLoUil2bcN0OwpgEUJv5/bb+DLUtqB3LzEC4njxiu5r57nfdKJFirvye4QsIRROF1Rv1iO7LFGn2szOO6X9xIPUkb2ftDVT7WzAsRhDxQ3607Pt02NlOFoT/uym6OplRBYfP9k/fR+TbhZNm71Lrqos6Wsj0qbmY6/nrl7u/tjTp6npWY4rqamZjraT9UQk+MCX/Q+AgDi/JDrncveHLvzjnugbE8xlh/qO2QyhchcRx8ZH9PD18f9soIjwk5P8ybEUYukK078msRR6OAZqaslU/DNja47biIAMQcKO7l8+UPh2SDA0uZEaA2sMiNFZcKvDss0Vtt6pqJEu2bvDGEjckbv0ofw5OcDDdg00OrDWAIKePK+NkCtGyZYkNsZw7o3CD/7ifrEaxPj4Cf7PjgsaWJjIbqJju1/hTtuOPXz//dHv89arQ3OLu/rKnk4mP5RHmgk+0C1/vz3/eoSjP5aduz2IRWxF1xHbpmQGcmxguvLXPN7zn+tRyNC4ejMuk7wPGHGOF0USb34HYDEmGW7QuREEL1ld0zd0wxWFX/w5/u4SAuOE9/iXfSgYOzB00xk7WpmqLZCMShMBUfTks50nLkJzBnVZ2jVrrQUBLuJ1eWnb8vgqDbn0/v9DKkADKtD+iU1hTXjxddH3XyMOcNJ7/Ive54+zYIHVzGYbkLwgCRJu7P7V/YVvDWhqdhXcypHU1OwdbxQg2XvfEMo6oUpvmErG8IUZLCJs/R29i+Z2/+lmyTtc8XD834d4DaVuV5SeF+mkqWSKXLLtoTiCJ/Hz0Q8WYA2TacLTd4fLPHFCze1gIgD5Re4Hl/dkm7wzPpOd5EQq+yWQWzO3oWQfvOjBRwvfdhR42GOU98fdMntP9mAsOLrn8Y3vW7U1N2pTFaPY4xy5p57JnROawJO9Gr3f7BEcMsUHWUj88DMbP7yIcpuzVL//86/r9cJ3/yf+dTORyKlz/IuO9xtixCS2fOpPsYIxEMRCXtrP07tDnxjksXgFEEoc4/UO/BgABBbIkPGAgtzyhtyyRmpOlPdtpa9LbXUkEsP4HD46P//j9RTV0L519oJdghOnZ+ARwC2Pd+yxQtZvft9WccaZeZPat39OXlgaXvin+PzVBJFjD/N//cFgnKMI4pUeXb0vJkmXH4Ao2e5U56SpoUkXQotbt6LrzEVorsEE3/xgp+CMnTK2xgJcWNb14cfiW+2WtRukOPBCAggYZMzgcybLFtIkLbxkWD1NUsrSfgZZI7kV4QV/iX46nyQjxx7hX/wBfzuPIieeNeWLct6pr0mNNCJEgET/fLTwLUeBh90avT/tntknaWq6+P4nO+asHDlNzfIXPaH3xYxSHKsvzbcESRSJb0mSLQOMOEcN08gYkQjBellItH+yaWyxeYKyV0KVvzxKRDwx69ZgaZtIBCng/20ofihD5JMBeprlosVipvInUb4zbIXamnPSABFCrnBbD3kigWd/u3/j3k1wgIXIhvC2dYAF3NY7BVUpkkSYY5e/u5U84hrfO3d2wyGTKRT4EFoX3rSK1wcW3RjwesxNKi6MJbLk2l4Jv/Nnd3k7ZQOccmzw25ODJhAgtmwf9KSvhAWGeNX88Nb53DjVO2lfv55KY94kBPJpp13sYaNNYOCK+6hLj8xfz+tjIKA9J5umKbJLPaW/845/XWqrExAbkRa+vZmXZg3yOPOI2hMneIA4iM3lrmqVDiGYrfIIKIYuyBjXvSi64E/RRc0UBJhzmH/Fv2cmDxq6EHEQK645uv2laCnZufsFezT2pjdb4TxVNUnTgIheXMzPZwxi7Llj9suzsgUIASaKblkZPU4GkC16aKfDQoLQzZ8X3rOGps/0j93R1qZzx/rNSQMg3Brd/XL8WmTm7hXsOcFIMY57K3a4zoXhd/8W/2YpBY2Yc3hw+WnBVEOABGnpqIq1A+pNCQlKTU14nvnt/o37jAEDBoLmwm1rR1RTsyxvz7fKK81AA2ZNNDWE0rZn4sBGbE/4uzvjQw/OHjg12cTGGHDnKmEGGcSNmCAiBAFMsV+WIl6zBotCTBtL2zdRsm8NFZsu2Qn2qFlYGJMtS4G61vHzXSKgoIkO2dmMGWNqUQVlZuvuAU0A57CSERtyLHetKUwRkzHojtw/F4XXFgxlkoxbbevSPU1EumOJA4pZHttQODBrG4AcuweX5m/vMaY22QJ0yMdM547HbuWr4bf/GF8XkS84aFf7o4OtW8trRXxLnpN1ROObTFMm7SdnMuGy3Om/cbd3Ezj8xtfMz/b1qDxPabCnfLLulH5/bUn4+SvyV7dajKMLP505YbxJp1voHj2VigDE0hMJBMaTJ9eJXmquAAAgAElEQVRGR1gZRwiZX1kQXZxDwVJpQdg7qxi64tYtDH98ZXxZN3nAHtPN/znKyxRD17K0CDU0mQlZYhEDicX4hfCa68LPPg8gmjkPD34pmBwYYdbkRg0FAZCuWABYkjWd8QsboikGTLJ8Vf6yNWgOBOFmdDCVEWEYK27ZS+Hnf8ePspgxfOnnMmfM8mLHVD5xV4TFWAnv/nN4/HMCuO2elKfOrZmWES5O1hEYE/P6BYXvXeeuaCMbYLcd7Y8PtrXrea2IZ8kXrIwxbZxpzOi4TZUjIZDksYIREzyWu9YUpsLUGHRH7uHF4Z9GVlNT0qW9ufXhr6+Mvv0iMJUu/kT2rH09cUzGAOxgvCh++o74h7fx3t3hDw/zd6ynBsbq9sJVD4gDJJLD9rLTiBzYgESEiWzMi57JnXmN3Nsu+x3kX/rZzKGjKBaxhoxHAEYdkPnTAf1PZ8m13TOfkJiocS/vnx/LpO0W763esTHSbdX1NoCBGRt8uiH833bK+XLBy11PLDITjDzfxfNiM6qOMoyY+r9ANHmsCzM755xwMpcSyRyL3mmIvb9gDDwDb5DpSsUg4mRjOwDCDgLHom98GEmIRMRQ4GXmTgh/uR7dPv96QfdLK8zOJC92yjMONbUmI4jsgNfN9gmX4hI8IFnrZYxh7oyvvT6+jk2jlShLZiP/4k/5ToZPYIuabl4w0T//g5mjJ5BjMULWk9WPyb2WgtFkWK58LL5oXw+9Gw0QRGKH0koLdmIshZ2SJ/I8AGjdKPnRIiQ1HqSYtSVDx+kBHHP6Asd37ztWmyONyCZ7/Dh7xULuqaWrXss9uwR7BLS2kx8IMarG1BAigZd0tBVn9Sd3VESEHTvnHNKKicgkc2uGsCWziBhjWPLuf/8SX5Y3jb6Ehmoi+d21+Q5GQGCDbI4XN3lfOTVz2jTrWAyR88RvdlesA+qpsY4WPB3P+0xmki9ExGmztXeyWxKCYOcE7Dh9xbxG5LaLkpTB0v5T7fQXZXkWr64LT2uO5tRgeY7v7gZqzERCixF/kEctACS1cNnmTUTGmFI/tRiRWF5c7B4VM34KbVjK9y/gM/YQj0lsnzlpAkHk/rwIXh0FPtYudY93Y2pAxfeYEBmRjfyP2+Ir2m1TjXQJmY38h7/mOyJ4BkwY5eQ+sld8OnPUZJu8jh6itXB1SnoexwSfaQj/0Ya8j5+80vXkYjPRyAtd/EpkRtWnTU3b9/f6NjWZhfo0Nfv/GYGIMItjcaUVY4RBNwxKWqQDWivJcUiMiMjyN+JfvWqCncDr5PKH3dw97GyPYhELiAF64nsWc7vQP//pjnnM/dtU7Ey4fxlWWKAgU2fYXxwTsIhJNjlLNtXs5rue4XvJTpwqz81zlzzqDjjBUJy8ujbZBFpC1zvTIDntNTE8SyDYCPlInEhtUOxtFggnL0YVxyAuvtJK+hwEAwsXhr1wbc05acmMQWRO3i8696Xw1laZ73BPBwNoavDOaqKwJbq8B4ioLU6+hPTrSl9aE2SztdYOCEcUR8uKT2knHe0cd6M5Q91x6duksk/22d/eWgB1WV3ePaIU21u+f+x+2fOfLlzXIa9HeCjkhwR19eb7Y83i9ui6dkJe2mPpU7iSG2mCmmxg+8aKsACgyElbM1DgjUIQfmgNHiqttjZAjoI6ZL3SiQiLGbMnzXmO71graMA397XUu0gibaV6Xm/RcSTWI2K0d3DcCgQmFGR9Cp2UfgOG+pxbbU3G9B5PjTxC5LNI4L93Zvan+dzl6+U1hxe68IIIAvrQLnb2uvhHHQKguSDJkoDkF4svEzRe1hprs/3rr6He82SdmLQ2A51p6D6+Do+XQpeAPGE2zi29GYTEspHR5jOT4+dW8cYO2v1wb7dAiMpeX9gbx5SWFmtrANhs4JnkA1v8lakKl3YcGtp+t9qr2nPfXedejbAkkiu6AUtzdjYHF/hvy3gdSXNBYkZ5yyWJGz+bzdpNPbFJSAx5NGsHc5jPjy1B3WQ6ejdDRLHh8tQGJMRGAnvyzPj2p6SVMXOWv+/o8h2ghcQgwtpWQRe39RCYX1iPF8pLhwOmoDvteCh2d2ktXI3SncgzJ+0bnfdyeHOLzHe4t4MBjG7wvjyJpCX6bTcQU0s0aFMzk621lgYELvdZAwYQjEfGUK3pv11LKYRERECIZE0Hx+0EMlHp3TGlDyUFgWjsGLNvHd+ZIwTozvPSFpk1mcQJGbIs0uCfMRfto+Inl+PVZnlkAT0iQI1sV0d77+OffaK/7ygwg0y6lwDDmAztOpnGPSNttWRDjvPICxoIrjh9hAxlytItZjGGpIfzbQJD63KS9SlyQmXlqFRkbEAAZT2Yvr1zRCOzcG3V3IYgIAhPrP3Zod6Hl7p7C1gFZIA54/wTJphnlha4GxAcMc4i2SgCQDGZjjcsW7JghdRwnA5DM+omTx+X6d0+IvlGbb09Zm6QD1HbSPuPMQBs2VqqJKXsXL+2vTsXJ+/udmT8tmWdrH01I0ixN1nINtV973B73FJ3VwGrgDrBYWP908bTY2vC2jbA4T1jbLKgtFSbAEBh7cLFi0eN9sQxiERgbcN2U5s8EXg19si5aI/IAxxgqfd1V0TgSEZNsRMzBCDprCFB/ezgd6e5K5cIxplvHpp0zG+yiCatWjvBnnpMZkqO0IDZo9OjJfMwyLi2VWs2Ri5dM2tICgtW5aE9hiNYMs1BmHhM9isH2aOWR3f0YAVQB+yWtZ/cw1u3MGxrkx6DWaO90g7iQNLJBYkLbUsWrRpL+ch4lsCR80c1jRnfVDukcZu0fiPPHnyM/8U8WaRTsW1p+3OCRFI3wWxfWww2gsdA1v/iSeQm8as99MkTvWlBWUqDUo9QVOhYt6I1DjwSdpEJ6sMlG1pzyQe21jeqRrp0UBokXmbO4Wa3N6LbuuQ1QIBZvv3YTOP3uPosLw5k9wZvdACk+wIAxbhpWbZ44bJ8gGItbGzN+GkTaopPbMMAzM57ZS77uPv9Qjlob/vx3Y0Apt/EXUoG3f0PfhS57fjhAj51lL9LWUspXfdYZw77t8wXO8hL1j2WlQ4h+Cz5erNTXZLLi4DitpVrN8ZltXDXG6sL0Fq48lEy4CI8sfandd6Hlrp7C1gJZIBjx/knTjDPLS1E3YDgsAmDNjWXL12wgmpczCg2NSdNG5c1fWMSEORbeO2SaKND1hBEQp/GjTOja3s3TCYiA2Cid+axZlWOUIuJ/WpgFHtyhcbt4J83N1z8oCxgGZ2hCaOI0gFOMlaE7dh9zc/29da96O5eIs8WKBI0ebLPVHPaIb4FufL904lIhLPm3w4Lznk1+tEGOI+CQGogvOl9ApOTmrJPcEaTOKL6HQ1K7RYhIin08PqV7HwyIrFDEPDSFuQ9QqH/uI1rX7mmI44lSbUMITfcTZytOietWBGxieuzB83GQWX/GgMH7O6VT/2zydQN8jwTBIFpeeDKHyy9pz7gONmWkt2uX/rDz0+ZbtE3t/Eb/VM+7JcvfvDKchuO2fpmxd0/u+gvr6xFYMEiMF7P6nlig8CQV+FzCqtFqYiKCKK67AGzUB4bEXDYDP+w8t8oTvTxfT8IAlp184XfeGlCYIoDoab2oK/+8fy5dY7J1vknftA/cQhnYYrlUtibfqh3waEASuOAm9xoyhgC4E32vnCa94Wyn3uGAGaGNeG8a7/584faC8lHieBali4OgsD4vn2LVq4aJlTc0kkoqg323C3Ys+wfWTBlhver8p9wOp3b2CAIyM+13PPT05eNCwoOxlqJct7ux531jXPn1nLM9JZ3vdgVFnjHnOIdM4SztYYgIAuIcdODM6anP0/ffFPq8U6LWffSh6/4z0ufrM96UeyY/Pq47bUFq2qCwFGlT7NWW6y8Enbwp870z+j3iQy+fWif30ietWR93w8Cogcv/6+Vt9ZauGQrAFPT+KmLrv/IDMfiWZIktoiz3j5Heb8/CkCSspfFZ0KIDEjIjQk+cSo+kXxQUOpCSFsW9WbuCdm5Q7gwAxEgfOXqb/zi8Y2F5KQNIWpZtiwIAutpLVzh+jQ1D5yNA8v+zQH77e79oewnpaamtUEQmNYHr/7B8vsbAomTNIDdrl+4/GenbW+oOMOYDAIf1mLVq/FXlkg3wwLWSVeD+eSJmc/sZmKWJIbS0YupwQ+nDnqGQDqKyE4Maux+h5mD7ornezR+DO1aRy5G8r4yAZERdojJm7i396m98amygzFLDPHSE6RiY5tjMZkJ3hH7Rf4N4k+iPaYajygk9jfxYunkpHY4PPO7w8u/nWQOPZHljtWFy/7gXmwi38EBnketndjQSEGLlFrZwg7Wi1+95ls/f7g119vEaV22ZFibOFt9ThoREYkVxAxXvBOG4BGcIBIAsATfpC/K4/z6VcvCMMSGRS8/uOjl8gOufF+3lH1LvTPHnUMsIIJnkv3se0f/hBnwcvOvv/bOVYOtf1zX5UqH2lpfhBoK6k1vPJGB0RJLusLFEjxT3EbK9axavjIMgbXzn147v88Bo3+/Ot1tpxghm/7T8G1x1iyQNGmdQ8xA8k/Am4zbpIHIEjOcpL9S3FcaEAbQ9vTfbr57kN9ds6wlL+lItu7RO7L07gnuCZzASTpJgQDPgBmRIMmFfUIareK6m8MwRBgWXn/y/tfLjzffnPrVcwEWGThpp7/+ldumz7EsdAnJtqGGETJEYC2sQW+bNTk0AOJ1r/3rgXsfGOSIq5o39p/Zq7YV1BvzRsQV38AkgAGSfsCY0xFEn6j4dlvkW1cu7wkBLH7xgcUv9jnkUd9HsX+8uOzGCJxDJDAGvgH1jc/SJ5NIjhhO4Nmkq6i41e1g6x4Hux4ExdIhALU9ccPNdw3ysdXLW9MuZo35CpW+6dL0aWoiaS28SVNzaRiG2LD4lYcWv1J+tBVzOyUZvEiq4UI3hxsIGeQcbkre0A3ACeqw4xH4DBAL/PQ8BETEUuB0qW0SgeVtTCIRJmOEHL/2hLsnRNME86GDvVEiISVL2Yq/YMUXcQ4sSXdBsrwH1sDrHV0pHlLIGkFr/NAz0mPogJ3sJ3a1yWLgTTVuk99nJyEDABlkbPFRAgCIu/jBefLUBCAGQBCGAQJgvbQUSuszhQFqe+ov/xisibN+WcvwFK6tuk9a770kwBuwKX6/tTTG+gRkZ37p+xcfuqLdGFu+SoYA2eHY7YwAxV6b3v8tX/xQ9mcBkPEsINNPvujysavbXSkPh3DsGKBdDx7V9zfU8Cm7rwOjxaO+PzHWBzBq3x9ddMnq1h4ytu+8BvJ3PyhLyQsU+i6PeesTAACyFoNMHH+T3zLkG/gDfm6sAfw9z7j0V4fmot5/FGbHTDWjDpxpALJGI3DkKVujMsjCP0Jm4K94jQf8x4UXzjSGBKZ4V8lAODNl1mFjAdih3OtNVm5v9QsACAaBGeRfk/8yAKR2l+PO+Zl9vzXk0sm5wgJyzk09YM5Egz6j32ob8uYxDwR9fkTGWgAzPvzfv56+vpvJ9I1u42eOmYbSNPFi/UqwXp9DD3gAUymS+1aq1OfzQ6/YjSHA3+us3/zqmPzAWrh27EEzMcSSqUYkKouMITc1v/i9iw9a3maMhekdrSZAdpgz2fYuljVmxwOyF46DtZCy19EYhvPp4B0NAN/0jcy+y1rK/gFIUyZj2C1+uvCFO7Guib7wb97nd7Uxs28ofetNeWGxsOjTtBhw0HTxBXXE198c/WoBTdjRfO29/g61iJ1YMpvKKopNFCpfFZr+0AAwo6ZmvvMVWVgDKyiuGwIIcQ+O2MEkV2pgBaDZZ152yRE9Ye9x0sKVbTpgVwxH4SKda6qUUkoppdTWJckSGJFVrxfO+FvcPsW/5hOZ7QOIgWe27CXLIsnwao+77878/30Sh38s88MDPI7F2mQe6DaYtI+g3KY4tSeO48HX+ZP1PdtnJG4oxwQRsYtiN+gxjed7ZsCQuBr5iuESxfHgIWw83zMYysLtrSntUOE4igd/J8TIOE31dpWmybDbxK0m43lJZTOM97p4muxc7AY7TTLWs5a0TlRDUHzAxtEmHtqwfmCHPZjeqhYm4/meGd6Sqd41Q25qFueksWATj+/kBSSbG+Clj3PXWrcUdvZ2Jnbiva2CUvzVOF6zDP5OdpwQkxja4mQpnaAal+0ZXc6aZJFn8orpN2/iBMNRuEZQbqOUUkoppVR1SrfUTLZQJQBwIjbdovDtJDYCQSk3EsggK9m2IZrbKKWUUkoptdUVMw5JX4Vp34Hh/N6RlmRJzKBvFN2WaG6jlFJKKaWUqgb6LgOllFJKKaVUNdDcRimllFJKKVUNNLdRSimllFJKVQPNbZRSSimllFLVQHMbpZRSSimlVDXw3pGj9G4/V0VoW99D7y1U5U2vAtty3GpMjkzbbExqQKqtp4KKlRYEtfUMWhA02pRSSimllFLV4B0et3HOpakTAZWYNBGQvEzJ2grqFBkW/W96hd5x9N70yr4KQAAistZus3GbXDgzMzNV8q0EigFZubQu7ReQw30yb1NSmKrgKir7EtLX15MxpoKK1SBNxApV3lqoZFVwCQAEMMYYYwYWhHcyt2lpabn33nuNtbW1deh992plEBECyJiurk5rzJw5c5qamirrEt5lyZeTz+dvueUWIqqtq2fmivu6RMQYU8jncrlcfX2D5/sVdxWlx0bnxo6mpqbjjz/eOed570zRrizJhT/77LMvvPjipO0mSaXVQii7mx3tbTU1NZlsTcVdAgARsdb2dHeJyFFHHTVx4kRmttYO93m925J798Ybbzz++OOjm8Yk/Q7A23sD+burFH6dGztEpHHU6Iq7BADJOYtIa0tzY2NjkMkO9xltiaRYdW7syGQyRx555NixYyulWCVR1NzcfM899wSZTDZbg0qrnJMQMsb0dHflcrmmMWMrKLcsl7R52lpbMplMtqa2Eq+i1GyLouiQQw7ZYYcdBhaEd6YBlHwvnu8bSDhqoh0zHk4ElfR9pbmNZwtmTV3nBuv5qLTq+12WfDlEZKwtZBrsxOkcu4r7xkSEPBu2ro/yq/NNk7y6Bqm0qxARMiSOo8IiVGCz4x2UXrhzcaa2MG6aGCtcSbUQSrkNc9TWaurHYMzEirsEJM8e3yusWxV0tZQqiuE+qWGQXHUQBBApjJtmvaDiEoO03UMUh29I7AoTdxLnUFGXgGLDFCLS0hyOmigNTcN9RltCRGzgh7wsk+9ARRWr5DyNtRAujN6OGsdApLKa1GnJ9Wy0bhWH6/Ljth90uGDkE2Hj+3FLC9WOpnGTKzW38b186wbasNwYg8EKwjvZuZvJZAy4ZsqODdOmswOACvq6kqrPeHDWt53rM5nMcJ9RZTBE2WxWmsbX77o7h6BK23hPGCZAz5JMvLGldtqMzPgxHFVS3AIQARlILFHPRi/uHO7TGQHYBfWj6naeBd8KV+DdJIiTnsWv1EyYUrvTrhV3CQCE4deARYK42/e39X6ibDZLRHU7z/IyQfKgqaAvIwlIEOKOFhfm6mfuLpX2cEfx+Q7HXQuer5myQ3a7qcN8QltEGF4twijyV3dmsllUWrHKZrIGyEydUbvddpBiaFWItInog0RcV3v9jFnGM5V1CQlhsVnqWvBiZtx29TNnE1XYjQAgApsBltVL+9pkDHCgdzK3EREBgVmciKuwKjwdsyYSZil186i3Ion0pjOkwpIbYRZnhFlEhF0aupUTt0hiVUicS65iuE9nBCASEXEOxghX4N0kEud6i1WlXQIAYeZSsSpOB6qsdtg7KK0knROXfhsVdEOTgARBhEWkEh/uKD3Qy4rVcJ/RlujztKrAYpWcdPKchRRDq0KkX7ih9Pt3TpKd3yrnEhLCTpwtFgRGBV6FSP+CMNA7mdsQESX/S2lxq6BSlyide8Wd+XChAYb7jDbTwAugyrv76UlX4ve/dZRuJCr8blJlXkK/YoVtu0YdWD1W1rdRCsJSQKLSLiFVuc+pRIUXq/ImYuknw3tKm2tga6fiLmFgmweVdxVlbbVNnHmF9bIrpZRSSiml1KA0t1FKKaWUUkpVA81tlFJKKaWUUtVAcxullFJKKaVUNdDcRimllFJKKVUNNLdRSimllFJKVQPNbZRSSimllFLVQHMbpZRSSimlVDXQ3EYppZRSSilVDTS3UUoppZRSSlUDzW2UUkoppZRS1UBzG6WUUkoppVQ10NxGKaWUUkopVQ284T6BtyYiIIKwMIsIAIBAZIwhIhEhomE+RfWOSu44QYRZWATpTScyZJJ/QMXd9CRQRRw7BoiMNaYiL0T11knOsQhgjO2Ny+E+t01IK0oRZmYe/DNkjLFEomFZGYoPPxERdiJSrFgq5bFYrBRFBn24Y8RHYqlUCccsg34CMNZYo6Vq6ymG0aBNxEp8yKaxIuyYGULk2eRKRnKpTu+Ci1kGLQkAGWPtu1YQRnhuU8prnJD1a43npY0HiRHm2TGMVhpVJSkgaRuMPJuphy0OLnIBYcGxmMq76cVHIIytbbAEcB6FaOS2hNWbSG8ms6n1anwACLvAghF9O5NGMMgEtrbGDvL0ISBGmIfjCipX26y0niQRERZYr9YLAhDDhSiEFVA1phU4CTsmY/0643lITppjRDnn2JAZ6flNemJEttZPqoIBHwBHCHPQUrV19G0i1hnPIqnpOEaUZ8dUca2F0vOFMrYmYy0h7IZzGOGXQEQQ2OIzccA/Q+J3tSCM5NwmzQPZsclaap/37FU3vDZ/aWcuRlDXtNvRB5/ywV2mBD15ttaM6B5TNXTFUg1jgjrb9uKtT914z4qWjWHojN844eiPHXnCkRMz0lMQ643sbvI+RIrdR27pdVdddFu3rZn+yV+eeFBj5GBMRVyCKkpuZsymAUsv/cYDzy3P87EfuORLUzMGPHIDMnm6e5Jve/S3v77y6ZoaTwQonSx5kmuxsz/4nv/49G4TOBeR1bAcwdJxbXYM42et6Vzx4nW//NfDy+PRO0w/6dsfOXZcZ449O5InnKcDTuzIb7D5FY8+df2tr7+2JhRHXu2oGScc8cmTp41BFDKTMSO4pk970jlaesWn73jCWNung4NIwo008bCPvuf0E8fFUUy+lqp3VKmJKDZrufmFJ39/w4JFK7vyDkHD2D3nHHrKKTtOMD05tl7lNBFFiMCx85q89df/6sG7H1jVeujcn5w5a5fRyImYEXsNIiJkzerrPn/bQz0MS0S9zxdI3COj9zjxmK//+yR+lwrCCM5tkqiN4TXyyqu+f+f9L7Zv7ImjZMDLtK9YuPLJu7Y//nunfGIGdzJ5BhUSuurNJD0sGROvf/mZSy/814J2zndHkRMAxu/4yw/n3zf32DPPPOjA0WEHk2dQ1jwbsZLGMAusW/Lor69bsayFM/Wju10y+acSrkCVpE8eCbz42V8/8PDTq1sLIs2hCAgj+fFJIgwiYte9Yf2yJfX1notd7+iN8aR7vR3XnI9hNCxHvHR6im8z1LLwf37z4H3PdXRuzHV25jfaUV3OGMimpoWMFCTiBCbA4md/e9mjd7+UA0e5ggAg07Zm5cqnbtj9rIvmHDjZZyn2GIzEgBQRAkEkbF3SvMJaI8K9c9PISKGd/BntMUFL1TsvneUNrza/9Pffv+tf87s6u6MoYgHItq+cv+yxe2ae8p0TPry928imMpqIIkRwkQQ+zb/58fvumL+oNepcnQ8dTGmMamRKnjASty9rXtHF8MBOyv4x6hLX1BzJu1cQRnBuQ8Ix2/p44S+/euf9L3dE1kDsqIkNGRLu6mnuKTTPn3/bhXdvf9mphwRdBfHsSL3pauhEBMaTQtuih598bEGupt4LamrGjQ7inkJ3Z75gzLK/333d2IbRX9pzB+rOy4jvXU7nzYpjE2Dtn//76eXdNlv7/9u778A4iutx4O/N7O419WZZbnIv2MYNYwMGDKZjDKZDIBBC+SWkAQkBQgskdHAo+dIJhIQSeg+hGIONwb33KsuW1aXTlS0z7/fH3kkymFBi7DvzPn8YcVrtzezu7M7badIKGhIzuvMs+7LUyVQeybCz8PUnPqhtQSsSIdcUiJDZfdLIf4tGpFzPClhGTklR33E9Sz1XoUAEFGRHjcrhRUHwdCbngwEA+JWD+Py/PHf/u02tCdfxwAhYgZAKBAyJ2dABh0hrDMvEwjnrZ8+obQ0GQ5FQYYEVNJzWBseJubHogttv63rnn4ZXRsAjggx9X40IgEDoOipoWMIKF5aPHVcIjvYTjOTFZOGwgUEAgkx/VmUfJFKEocTK2372zsz1MQ8A0SjommuRVm3xhoSzfeHS1+4M97rn2BEiC6qI7c8XMHLF5o9feHPlqniwIBccS4jU8yWDM0CIgIS2GzQsj2R+13EHFEmduhUhqSTm9BoeEUB6NxWEDI5tSGshgjWzFiza3GqjCOxz8LXXjRlUJAgFOA0f3/X3+9+zm7ZsevnFqglnlyaUFgbfPLIfIpDnWaX7nTXlCvpkZv7E359WqhwVsET1Jx88fNfcZUE17/PNayb1HdRXJBSRzOji3t7FzpDe2iffeGO9o4XfGxgyuibMvix1MpVCK1+tnvbgqvV1ZIaQ0m+nMvts+pGXVireXAvapXBx75MuP3ZfFbOFbH/kIyKSp7mbZKYjQiHAMqGprsUxIsHSoXmBJQ1b0sOos+H0oZAQV+bIqUf+aLtcSL1OuGTfHmTHRSC0Zc7N181cVJVMfj53zsZB3YYGJSidse+BEBCQmmK1RErL0ODRF/1moFBe506diKhAiwyvWWchIhJoVM+Yu7g65qKMjJx4/XUjK3MJydDxre/d8czDM9xt6za89vq2cScVxjO8itjxfAkUYtXzzy6ZucgJFoQh2T45QmYjIERsjNdq0gRW7+HnXzEs4ncWSG+CiLT7CkIGxzYgJFIy75BTbyt8/4+3xE+6fuzwcgtBEwjTKh570r4F785udLzY8qZGLA9oRZl/+tnXSehhMOoAACAASURBVI2ORQ8Kexz+8zMmojAAtCUUhoaN6zd07Nq5bzdgbbShIZHsk4OkMvmcp7piaw3S8tZ+fP8LDW0uWiZqTZmbaLZz6Y7dLoYs59P7p89eGdUBS/qTVO3pxH09QoDUhFpApLUVtEoqJEo0gkIKAA1E4Gckk/s9MJ/fJ00MOHzi6YO6HjWpS7Bh6f1T3thsZvIImx0hIpIgSMrIQb+YfCD4E2AGQgpCffY9qt+ijVXJRqjZWOt5JEzUpDP1To9AQERAmihgyL6lpVK0StMAJABKF6vMnuEqayECeMVHnXVnwbs3/4XOuWnMoDwBQATSCpTtN3nosx/MbU64bauam7DU0HYGVxHTzxeFQUOvfH32h//eEguHIv7TJQseMEB+yxIRERFI6FdSKqUCgZ0KAgDo3VcQMji28cciIancERPv/IcCQxAorYkQBIAMBHMIGrRWyUSSMJgdFwD7Gh1zaiIiYvssyRKE57iuo8DxsDy/uDgURB1HzNzrNz3KRpMRVtVP3j5/S4MO79ezcsXW1V421IZZJ+1DVoUVjs1//ZmPa6rtgtFjrE3rW207GyJVBCAQQJ7bVrUahIlEpFy7LZ7UlhQoTMswBRLp9OzrHN9kMn9KIjSGjjhzKBoAbUJkRU+0Dqk7fPpG738GgCAlJJpjWmntQkVlF8NArTM5MvBn6aqtX4cgkAB00rHbHG1IBCGtgGEA6FRx4lK1i/nzUSBQ8fgj7xmjwABNmogIQSMagUCEqEkplUzaBBHK3Cpi6vmiSRg5evPMV99eOq8lf/TocEtzrDlKWXHRIAEIxLr6dQAkUAA5jp3wNCKCkKZlmIia9G4sCJlbN0y/D/VruoYEAkS/Z4UAdJLrqjciGEErMLBrOXptIoOruewb61ixiPzh2Vq5yvEwqLfNeGP5p9Ob0AqP2q9H/z7hBMWEkJn6JiZ9s9IQMGj542+/uzEeM3pfeuW4rRe9uCqRuTdZthPtJ1MECpwV055Yt3p1Mu/EqT+esPK+vzZvaUG5pxP49dKvjolIE8owOvbGZ6/5/KOP6nTAtHJKDpg64dSzB3UPAWlKDxzKyILFANKVg9Q7Uu3/hIi08yVWMhGml1Hyr0sgTynluq4ONsz5+N11TY0e5u4/amwvyyLtEmKmtkgRQmqKKBSm0MbaOTdevPTTFa4MyFC3voedNeH0I8ryTFT+1HaZ+rjKUu1VRCICU0KqFQ0AJFIivnHrJgQrNxjq36UMVUvGVhHbny8YKFBVL7+0bPr0aGTS4VOnJGe+OGf6OszgjnQdCFONNggokCLVi++4dMXMJUkwRbCs5wGnHvyjKd2KgunZuHdHQcjQsw3QPnCq0w2QiAiEQNSJuvdfXidRWJHQyIPLBbnIfcT3Fv55JyIhLNW06dNXP525yq1du3HtNhkM5g2besRPzx3UF+JREobw45+Mk+6NRmAE9Kr3H36zsaFJDLjsiCMq7L9rf2Ydli3SbTaejJixTx6eNW9ZbTRvn8vP69e9aZXrkD+LQKZLDUTVKhqrRRmAxPaVK7YagZyikJt0VbJh+sPPL1xx0M+vOfygIjeuQAgBfJVmrvSqKpj6Fzt+zB5+ajUpkhHZOOulBbMXbd+4rmZ9dVKGgqWjRlxxzT69coSnNWZwVIAABNRW30Io0UlUfbBgSyiYm49O0nO2rX3lps2rFhxx+e9GdZNJR3Cp2sW+ooqIEsFu3jb9lY2GkJH8nGHjy4DsTK0ipiMbJcOmt/KdOR++saY+t8/ZU4aMHbL0vaeUkJAV3TyIAAW0NTRrDUhezUfza4LBSL7lJjynYfN7055ZOeeQ3918QF/D3l0FIVNfh3RI3a5Tly2gsKBt9ZsznluJAgOlA/c7bjDGPBSI2XABsG+MCMGAeOv6j2a/8c7GDXUEtioaO+qkE/r3Mdw4oMR0S16m8e+xWmuyIslN//jL4i1b46L3+AtPKDI1KZ0e95CWGgXBMlKqa6Ei0wo0z5/x4qzqtQ3B/S8dP7YybNpKCYT2Tsb+WczQc5keS5N0Elo5Dub26DbykNEnnj3y4P2K8gNGMD/QMH3eq08u2aRCQSBN2dDRju0NiAgtSKyfu/KNf61YsdUGVCp/8OmXjOxZaBJoQAAgyMQbPaQnrMOk7ZDj2mR1GdBzzJT9Tj516Ji+eZGQEclJLps+58kXqsGwQHGp+n743ZwwHdkIw4KWJa9/8uJaYRiRbvuMOqovtbkgRCZeQ+nKAkkzYFcteuvNJbO3B/Y5eeRBEypyorYn/GUuOtcWMvkRg0nbBcdNKqu0b/eRx405+YwR4wYVFISNQEhVzZ/30KMbvd1XEDK43aYDEaE/CkmG0Kme/cmd0zYCarNHzxN+uW8XnYxLITP2xQ77TvwpNdAKlfbvPQxy80y3tb614aP//P6TtVOunPyzo8uDwlUiI19VplbVw7DhLXzqvQ/WR1uCFWded8CQSDAAKAUSaURhWIYlNADpLJnY6IfJn8CbZCjctvzxp9cuX+mUTDjmnEndKlC0CBT+U0dKSxoWkK1Vhk5W68/XBzLQpfsBR/VZrXpNue7Iw4PJZjCLILHwnbf/dOtineMtXbVl8abBA/qIuCLBVyXbDRARSYFVUlm+z2gT8gyvtWV77by7z5733s/O+P0F/UpNpYiIMrPJIxV4FQwacNh4o65i5G8uG1MBCRfCwZ/Wznjk2Vueagx5NVsXr1p6euW+0o5n8tqLWY1SXTQBjRAk1nwwY9oDW4RJgf59Jl+8T7GOxwxpZGQVEZFIE4lgxN3yxosL3/0oXrTv+BOO3WeURbbwlxwlEtK0DAspASq9bm/G8cc+Rfr1n3igWhMY8qtrD+gPjgOWdV500XP/vO7+Gq2bm5YsnZ8YMD6wewpC5sc27UvPggyjVz1v9l1/+LzBRJXba+JPjju+wm5TIj2l/55OKtsFUh0yAZEogaV9plx9xekABjhrZn5w7wPzYGv1vx+eWdntqDNGRRKeRzLzCjqR1iAMI770/SffbqxvhqJjxo0rslvqnSZsi6deMDkttc21tpKRSE4wPWECyzxEpLUM6uaPnpo9Z1FdLFBxzAnd8kVia4OdbHK1BkTEeFttXUtQmqHCgJmZ5xLRfztkFfe74KYhBngJHa31UJC9DXP6HjDk2ElrHnqtTW+NNVbH3d65QiuSmVcRYHuT1MBKlEK1UenRPzvjhJ8JBNVaPf/+G9+fJZzVD73+1JCfXDoh30KldGZGBanhoeGBB//uzokC3KgXbUUA3eKIvMFHjT/6nRdf3IaNsbYtNe5+3THGk7l+H9LvvjUaEbTXf/LJtD/Obw0JKu4/6byjjixJRpU0jAytIhKRJhGkxLIP5r37+obWSNmhB/Ua2BO2NNRjY9JxCYUQdryxtrnGNrHACvnhTuY9Yvy3Z2av/S+9+UADvKjX1gwA4CTB7HnkwVNeefqpKmy1oxu3OIf03z0FIbNjm/TAI+2RzBHupjmzp109fbUndKT74Red8JtJoZhHhoEZetmyby81jwAQIiJI0m5C2zFNLpm9Dxx97PKatY+sDbRtWLtie83IgaXoOhn4sCBSWuSL2n88ubq6xrZyIgV1S56+Z5kgAIxVeyAkanf72/e+MiecM/yMY08bjgkNklc/yEikNJo5zooZ78/ZstkL51eI9W/MePQ/5IKUDdviNgoTccns/7tlqWENOOfWkb201pn34ElPSwWk3TblmiZ6IEwDiUCjF8oJ55WUSNUCynOVcjIw/Wxvk177C4SBBODFPTdGpDxtdRt71gnLVjy4wclPfPTm5nPG7tMlgBp1Rj7j09MKqmQLGAGhtJQGgkYFaAaC4ZKBUm3UylOu4yFlxci8LNNeRVRo5GBy9YxPpl03cwMakN/7uEuO+9kEK5rZVUTSJGRQ1S3+7P3FC+3c4jJZu2jRM+sWxsGwovXVddoMWsampf96YKN0ek29ceyIYgmUias9pdsg7FZS7QWBSAOYpgiXDTXUWq0VOY6LtHuGEmRybJO++ykyckVy7fRZd9/0yXoXdaTb4T89/tLjc9tsJU0kBSDbZ9di2cwf3EAAgFoBJRMyJwCapCHAUXFl5ecES11ojbRsb0xEtSiXmJE9TwmENLC1tiFWUxsXeXbTjAbye1SgmVccNCWQTqx9b/GSnBKcdNRZIDVkw1xbP0hEZJDRUtfcsrW+pSWfYps+X5sauypCOfkRIQVAzZYZqzzDyj3p1lEZeQtKd0YHFEKawq2p8crLrYSnJJBGqbVWTlyj8AwhJVpEDmbBSEyWvdLTuqGFdkybqGUAPReFYZDjegU988yg8FoIaqItni4NoD/HbMYVLkICAkAhAxHVUJUo7BZ0kxpREwgNQE6DRkNLiYZpEnqZO91bluqoIpq5om3pO59Mu+XTzWBAbq9jLzr2wknhFlsZRoZXEUmQsFvjjZtroq3FMhmt31i9BBCBMBDKzTFNE7CpbsHHm5pqacLvx+zp1H6F1BNGowjm6vpN8YKuYc9VCESIGiXZdRoNkhIM0yS0aXcUhEyObVJjw8ywaFv57kd3/HFetWVZZT2PvHjypUcUeeAFAkIAImgbXJWJVy37lvzOpyACKBo3L3vlheaxvzlif9OOg4ZgIBeqa7c11welSERycwJBQcpfBDPTTjyiIO1A3uAJ+xzdNQ5BIVD4Ex+g3bzk023NCqSRP/LEIaW5oQHdhAuYkd0tGAAACkHoBCp6jT7azmsOBo3U0FVEmdi0eskGx1EIvQYcPyhiGj0LM/Tx6Qc2gICG0/jpy5+9saj44psOHmI4bYCFYDasr5o/v8kwtCzNKe6aG0DVitwljX2P/GFsKHONuhVvvdKcN+HAUwblJMF2ZbAIaPmKxkSMTMNzu+YVmCgQFemMHG5DQIAodevGt/8xY4Y18foL+haA40gzBPaalavnrhEGyIJwbkWx5egY8iusXSv1xsYMY+ui1z68408L6nNC4ZI+x/38uIsOzrNB5WZ8FRFREHoyr3jwYeOOHRCOWESASBqE5dZuXLG6pTUBXlmPCcPyA07XbhGRoeNtUnV1QyS2Tn/uP6/FDrj650O6StcBGQC1df3KWUvRFCJs5vTqGnR0YrcUhEyObYg0gala5r/z4b23L64LBCywek8YNWl4YtmqTSCFFOAlPc8OdB9ZGtEqMzvksm+BiAilEMmWTR888s6zs4NrwuHW0YV5pUEjnqibt/Dt2Q2xgO2EBgwaUlqOjqsy8mGBQkodh7Kjzz/pRBDpRWWJQAg959fHvdZgkxnqesrNP54EyQQkYgCSX+dlKiElQTzYb+x5v5lgQWr9EA1KQM6mV/502YOJhC1wv4nX/bpvANxmnfQy8S7kT54vhYqteP712+5cjz3KH3pYTh5ZHC40jfqqGW8smb9auxQeNqzXiJ7BqG4TmLErR7G9AZHWYAVi1dNfmvvCw1tLNzneMX17l5imZ0frNrz2Un3MhWRLcOyh5TmmINKQke8MUvVMVf/ubS/85d9OXsV7j+RFx/QNFUSM1jVrZ7y5bLlHECzpMWbQkHA86Qg0uVTtUkREIN3G2a++f+/dK1pzgyZG+h028uD+bYtWNktTCAQ35mkI9hhWEsrIKiIKQZAUpb2PvWifkzueL56EouZ5D11za11ji4j1H33h9fsPBLcFEl5mxjapyCb60b3/uuvFVlGQeCI/MXZQbkm+jK3f/Nnb8xe4iCLSZfTwkbnxpCPE7igIGR3baI1WuGXV3x5Z1RAIhU3QZMLmz++/RqEEAESpE406lD/0lw91zfFcZckMrOiyb8NfNlA7bc0blkeT0di8x15e9FpZ34F5WFe3aWNbAkBDzvCLxk4cVmhqx5WYiaNU/M4/6EXdlmbq+BBQiIakNqRpgmHo1tqm7fmuNgxL8lwCmctflU/reJMX06nlLICUQuk2xFAYhmkKtGPbk80BIdAUMjObbhCAQGv0zEBFubFqe/28x1+fX1zWt4ds2bi9ponQEAUj9j9lcv+eZiKupDAyLwvsK/jrFwpDGgYZhsCsWA+DAISUbuPmjXV1rt349gcrZi3s06e4SDWvWdOUBHBiVuXBB519YGFQaKUJUWRmWEAEqF0ZLioLbKyt2/zqrZver+zSK9/duqK+XguTrMqp4048tltYJdsMLlW7GpFGI1S74tFH1sbywiEkENJdM+veP3hoIhAKQ7dto6I+Iy69s2s4I6uI/vOFyIl6yWZKP188TxjU2qxIGKYlAirZuL2puQBtEw2RoXMJAACQI4JFpYG66taat+/+1/Tu5b276Lpl22s8wyQsP3LsqadX5ip7dxWEjI5tAASKaLQ2kaipdoKWAGjaskGjTB8YVMm2UN8DhknIogWZ2VdDRABFEKnod9aNx0Ze37hx7ZbVK+oWvFdNhhUpyO89pGLwofuddFzvHmE3plFm5hDB1H0HpWl03Em11kIawm2uadkeo2Bu3JWGZSoX/DX39lRa2ddILYoopGF1fKg8kIYBidb6muaGuMCoNkzDkuBpyMg5oP3xzhrMyPDTp16R+/GLM6pWLdq2tW7rgk1kRMJd+nTpM3Kfk04dNraPFVeukCIjyxX7slQ1h5TTsrVpe4DsUGlCCczUJTDaIQqkpCrofcS5x1llyxeuqFm/om7t7FqbjEh+blm/7kNH9pt83qh+uaApNU90JoY2/hTQZsWUa6YEe8z6dO7mJcsb69dt/tzFQF5ej35dhkwcdfzxw0bkJluUMLhU7XoEiNjWWpNINDS2GQYCNG1eqzFdd0bhxZpz9i0dZQDpjCwS6UV3hTRFe21BIRmmJb1EU23T9moRa3RBGlYAHK07/iajIAogD0qO/tVkq6J45qyNi5Y11lZVzVkLVm5uRe8uQw4eftTkUeML7d1YEDI5thFCkkoW9zvr4mBzTBv+Yo2y8zEhz5G5Zd1zQaEhuF9P1vNfRxB5GO4+YsJlI4YsXbBxzZpY1FNEaARzKsf0G90rT0AipjH1gjLzivnO+WMec3tO+c3RB7ggrcIBYaWRL9qsJIQAcIv2P/S8UDLpIfQrMQRk8DpF6RoweUky+x577GUHbpz32datTbbtEkojv0+v0ft37wpuq+fKLCtXP3CICBrAzK04+prj9pEQzC/YJ892QWb4nYUQBYKjoWTwvj8a3G/Cqg3LVjQ1JZTSIKxwyYDK8fuWRSAZ1+QPRszQKzI1R4fbCoVHnTt5zGFr5y5saIw6rkZhBLvt02fk0NJ8SLQoYUouVd8DFIK022XQ+T/PjTskEQF3HL2K5CaNoh5dQ+BlURVRSEmQDA0cOfVn3Q9uQ7d7r9IIuJn53sznNz+B26RyDzn1uJGHrJ87r7a2yXYJUAS6DKgcNbqiFOJNencWhEyObRAF6GRen9NOGSRh59MnIpACJwqOlhl72tk3hqkZHQXppG6Li0j/kaOGjZQSEAE0KBuSMS9Owg/9s6ojl1+3DHebfFZfE4DAi0HC5mdddkIhALyCYRPOGeY/LxONoChzYxtMTxIkAHTCaxP53Q48srcFQgAQkAd2jJJRjYa/eEI2lasfuFRsY4QrjvxJHwuAQMUhlgQhMvsMpmftI1fFbJBlA/epHGgY/jQdoFyw27xYTAgh/DUZM/WKxFTSBHktLoS6Dzi6u2GkipV2IBlT8SgKU2bb0ypbIArQXmG/H50xRHx1FdEDOwouyQwvEx1QCAI7WDnixErTAEKwm8F1M7LBJiU1D6cwhIq6nlHW+/BjBpjpguCCHdOxZhDmbq22ZXJsk+qKmGzwEv+lNRERpV/Vzdwzz76hVLsNIQopkHRSxeI6dc9CABRCSCmQsu9sp6Z/d5o825+xSvg9ZzP4fsW+in8ylYrW+xenEIbwg9dMDm9SyZZSkHai2iZKlyxEIVFyDSz7tLfIOS2e7bccpu+QmX0iU9cjCCmRyFWJJk3gD7gEAIFSCtl+yWZuRtqTKAyDlE42a4J0sRIChRASM3d8RNZLPVWT9XtXFbF9kGej8lfEQEMKzPALKf2EkSaQtlt1suP5IlAIYezu9GdybJPu6m6Y33hjthdIj1dBBJRS7GT0Xxae7J1fzNmXDwbtJ1NKQ37h8z2Tnm+oo2Ah7nRqviwsVz9w7adUSBPklz7PbJ2uR4k7u89nRT7SSUQUuPNOxpmfh2y1l1YR09kShtjJ5xmsffTQVz1fdmdisqUHImOMMcYYY4z9NxzbMMYYY4wxxvYGHNswxhhjjDHG9gYc2zDGGGOMMcb2BhzbMMYYY4wxxvYGHNswxhhjjDHG9gYc2zDGGGOMMcb2BhzbMMYYY4wxxvYGHNswxhhjjDHG9gYc2zDGGGOMMcb2BhzbMMYYY4wxxvYGHNswxhhjbOdoTyeAMca+FY5tGGOMse8XUSpKyLpQAdOJJ/+H7JWdx38vk92XEKSvomzPxd6OYxvGGGPs+4UIgACpf7IJpROP/g/ZKzuP/14muy8hSF9F2Z6LvR3HNowxxhhjjLG9Acc2jDHG2PeL+6Ttedl5/Pcy2X0JAfdJyw4c2zDGGGPfL+6Ttudl5/Hfy2T3JQTcJy07cGzDGGOMsZ3jWhxjLLsYu3BfROT/69uFe94N0okHP+lZl/49hXaUdS21nVOexZcuZWu5+550Pqd7Oi3fTvtdNHsvSPjybQGAiPCH+qpzL3gywo7ndM8m6TtIpbnTidjDCfpOdnzSZl+x6lwQgLKsltW5irgX3JyhU/qzLhdffr582a6JbfwChojtP2Cq2S5rSp0P09nwU55dN449InWyscOeTtG3lE42dcpB1uXCTzRk4/HfdTpXwiB9IiFrzyZB++WYfVmAHe8KkIXPgl3IfzJ2Lp7ZdTT8i7DjDpOdD3cAgE5VlD2dlO+k4/FE2VjFwi8d/+xKP6TrC52ruVmXBf8qok43aMi+XLQ/37G9rv6FLXZNbNO+dyGkAEAAJJ1lPRKJAAhJIgAK4R+pbDvfe4B/oAQiEiBopGw7YqSRBPpZAEICJI3Z1VeTNJIA0OKH3XukvbQKISQiAgERZOPZBAFAQiACYDZmAfxr0kDouB38kN8TEYEUQhD5ZzPbnowaQCCAREi/89MAkGXXZGoyBJJCIAFm24vqlHSxEiJ1s8+6YiWEQPALAgBlVXWhUxVRICLprL05ExAKRAGA/inIulwQAYEAoq8Okndlu01bW1vSdePL5kY3ryHS6RGIWYIIEBCF3dqcq922tmgwUJx1N47dT2vd2NDgRePx5kYinX21ayIUUsVbVbS5fvFnwgoRqWzLBQEgkE421IbyciALm5h3ifbmaQUQrdmyfc5HGiB1cLKJfzbJjbd5a5e1bKvKwiwAEKE0vNZGmWxLJBKFhYU/zGvS19TUZDtO7dzpKA0AQgLKpsdK6vJTTXVaK2fW+0AKALLsmiQCBNDkJJMNK+aLDSv3dIK+EyI0TLuxllDFom054XB2FatoNGq7bnTJHDMcwXQD+55O1DeWqiJKL9qsYy3b53yIKChrb85OW5u7cXWsfjshZuEjhlAYblurEYu2traUlZV+X+02Pss0u3Xv4Tm2KTUAZNvB8tt5yZERM1RqGbvyyOyV/MBPSNm1a1ckbcmsust2gqA9M+zmBC1DClR7OjnfGcZLC/MLi+AH3N7oZ7ygsKhPRXlOCLNu9FdniW7dTCEMuafT8V0hKKcwhzDPsiz4oV6T/k0yJyfSo2dPU4BIv2Tcs6n6btyyYgKwZJbeIf0KnEj27GFJIbLyDAAAIHrJolwrGDJNA7KnWPkFwbLMbj16ovKkyL4Wp1QVEbRn5XqFOQEpiLLqHUUnCCrerdwQwpTZmQEABOXmB3VBt2AwuPMNdknc336ZxuNx07KEkFkYCAIAIaLneZ7rhsNhyMIG393JPzhElEwmEdEKBIiy9qS7nus6ViCQnZeun2BybBsAQqHQD/a69TNu27bS2rICmJ1vpPyzmYjHTdMyTDMLswB+sXIch7QOBAJCiB/mNdl+k4zH44FgKJsvSHAdm4isQDC9Qkx25QL8jCQT8fR9PhsRonAcWysVCoXah6/s6VR9vfZ0xmKxQDCIKLKwIEB7bcHz3EBHlTorcxGPxQzTNE3L/yTbctFRVw8Ggzt9vuya2Gbvky23DMaYj8ssY4xlLL5Fs91mV4632fvCJC6K/8XeetKzXRa9zNu12jPO12Sm+cFek3xBsu9PFhWr9nRyWWC73E4LAt92GWOMMcYYY3uDrJr3jTHGGGOMMca+Asc2jDHGGGOMsb0BxzaMMcYYY4yxvQHHNowxxhhjjLG9Acc2jDHGGGOMsb0BxzaMMcYYY4yxvQHHNowxxhhjLGsQAPASJuwr7Jq1OxljjDHGGPvfEVFqUUZ/EUZEAaBTP+IO6zUSaa0JAFGgQPD/cA8n/79LJT2dOUThL/H7XdO9k4P1v+3wv+0dUfhp32VHuf0L9Fecav+cfqt9crsNY4wxxhjLGKQUANR9eM1pOVKO+fVjTRB//rSxUsqT7vuoAQHI00jemnfuv+ig3tIwDKPL8GtnKL+inPFIAwA0fXzXMVIOPPXhjQDgufp/2KEmALBXPPuLLlKOOedvm//nHe6wc08BQN071xwg5X6XPloNALDLdg4AoF0PABbcNm6glPL8ZzeCPetXZTlSyus+cb/jLrndhjHGGGOMZQwiIIBUW4EmTZB6re9/RGRI/fkfTjztz8sTwUGHHlUZMXqO6W0A7LrmhO8PESEAkPYcANvxtP8ZAXzndhvC9oOVarz5X3b4pb0DACnXBnBdj1If7pKdp74BOtKtiYA6nWsA/A6NRBzbMMYYY4yxTEEAhAACARBAooGABiECoBBIBEB63jv/3BKl0XfMmnPFCEz/ld97CnZowElVjP3OTektOleY09v6HyBiqt8YpLb5wh7b95cOKKhTR7mO/8AOv+r0han/iEBuaWlpvCQnFZKlun19XapS8Vvqt6mspDt2+RumOKL4qAAAF4xJREFU/9Oejq9IPRG0Hwz/L1JHL/0F6T5uACBCBeWlpW5hjgQ/BV9IbfoL2r+9o+ddR3I7Zyl18BABkZBAoAYAIVEAClMjgBSiI+vfDsc2jDHGGGMsUyCiJoD8sqJAKciSvIERiAwsDJRApLC0S1ggAiLETRfg6BED/Zqv1iQQCAhQ4JcrxO0VceoYxwGkCQXusG26xo7YHqCkdrnjHju2S3+ejgkg/T0dv4IdGpRQSACAwvE/f77256nPTEum8g0AmuCL39eRKoB01CTaNxIAAKjbm29Sf4EoiDShEF88HprSyew4GACdBiv5BwsRAYQQAFB6+DVv116TzkHn1KZGw3zhIHYK9dpDp87b+OlKpUATUkWffJAwuFd5HgSNsblCNo8trxCYOrBfdaF8BY5tGGOMMcZYpkAUwgOweo0OlmCekV8YAKqYgPh4ZX5ecdipX7uhNrmqJqkBqlbOW1JRJHMr+nfPx9RIdJVobKhtbW6LeSilGSkoLi4pCsuOOjYlazZvbqL8ysouIUg2bdu2vSlOZjg3v7isLM9Cv5MUpVs8EAWA21a7vaGlpc2VZiS/pKRLUUQgEJHdvLV6a5RKK3qW5hlIQICABASAOlG9vqrZy+s1sDxHALYHE+mmDC9WV7W+xsnr1rtXkUkE4DZUb66zw937VuSC07J9W01jTMtAJK+4rLwg6DeUAKSjM4GgY/U1tY3NcQ+DBRU9KnIjAYPa2238phUNKASA3Vq3vaYx5noYyC0sLSvLT+2OEJGcxnUrqr1gIL/XgK5B0gSpiEfFatZuqiOrtHvv8hzptNZUbaqjom69uhWZmgh1bMvGLW2BrgO650sdrd9aW9tqoxXJLyjpUhKRO8Q1forslm01DdG2hLJyiit6lkUwWbN+Q7NVVtm1QGrCLiOOSuoPB5SUm0AVfabY6oFhPUrEd+yTlmpPY4wxxhhjbI/TpDybSNOquy/9zY+u/bBJE+mZV039f1c/up70/Mt6yi/UZQ96qIqIiJz6Ff/5+7XnjukfiqR/JfsefMEtLy/aEtXkeXZMEyXnnDsEYNCFL65aO+Ous8f1C/sb5gyd+ocnP6lPEmmttdJaK01EumnlO49feWr/vNT+zG5jz/nzszPXN7lEesszPx4MgJPu+bRJk/ZcT2nSnusq8lZN2wcAet04x9Zak1ZKpzKnPJeIqO4/N44FKDz8njVEnkPkrbjq0Bwom/LXpZsWPXzxIYNz/a+z+h99+UP/2RLTRJRKFRE51ctevfPckYWpbXodfPF9L7x1/0+KAUac+dgGInKSjlJEFN++7p0Hf3HMgFD6aFROuvCWVxdvc4lIKU2ktr75464AAKOvmxEncl3X84hIrXvxkmEAMPC0RxcmiGjTC5cOAKj80V82ElHCJmp4ZWw+wKR75q6f+/zVR+7bw/L332X8hbe/uKTVI61U6jASUXTNhw/9+uheqeaUSJ+pf3x/49LnJncDOPjaz1uJPE/r1vdOnviLaf/e5hDpbc+duP9vX17p+BeD1vQtcbsNY4wxxhjLFEhCWgBAA35z392pz+iAP794AACQXnvgr24MVC9472+vzGkccfovD+sVlJUjwgDQtva+8w66/I2WHmMOnHLmyb27ULK+dt2cGdMfu+qkdz+d9uZzvxomtAdAMlJeadVuevz8k1auT5QfcvZvT+vatuHjj//z0s0/fn+lM/fpn/YLABChQGqeO+3iky97fnPxqCOO/umo/Qvj1Wvm/+elq8949a0rHn/ijyf3O+LsqUe/9ufPps9efv7+B+QjKCIikNJb+erzm0TuKXefP8ZK935LZy493ianxLKixRHpD2khDJX1tqoaXv7FaQ8sqwkeOPXykyrtqs9mf/j+XRd/sLRp1rO/HVUgkACEbnnn5tPO+OPMWO+xk847dFxpomrhh69de9rTsswAAxzPH5OvDeE2fH7vOSf9/t267vsccf6FA7p2tbZ9/vmsZ66a8vcPbnr36SsnlJkE2PXYv3381+XjL53zp9/cNmn6DRNMD6Sz6oWbr3pwSckxd/3t8Qv2tQAgmFNQalleQURCagSOWVCRb8Vm/mnqHZ83FO8z6ZLflUca17z7/tuP/O7k6etfn/vA8TmkCKWg+Ornrzj9rIcWFo2ZfNIxQ0fktayY+fZtZx7/xhARsLp2zZFEJEmpnMNf+ODw1KkuP+3l2adBqjvad5ke4jtH1YwxxhhjjO1qqZf1ynUc2/E0EWnl2I7rKUq9xV/w+wEhgKvfd9N/4W16+hQJUHrSQ5s770mtuP+sXgJ6nHDdx3FNSZuo7bMLjhsGAJFR5z+13mvfcOvzv+gfEdD7yk+jKvXtDQtuHA0AfU+491O7Y4/r/3ZJnzDkTLrmrSZN0Y//MLEAjIl//rjeI1Ke57mupuTC6/tFIHfqK1tcrUlrpXQ63aSVR0TU8NEdRwL0m/rgeiLlEiWXXvvjAwAgNODEaYta27+s6d3rx5ZYUH7x29U2aSJN0QXXDQCQg07926qONG38168PKgOAnPGnPLSOiJIuOdte+d3oQsjvf9HjKxMdW9a/dechZQCV575V7WgirT2P9Jq/HlMGENj/6rkuUfPCaad3ByyZetsHDeTZsTgR1bz5+/0BRv2/h6uIKOkQ1b56yIguAFBw+PXvN3WctuX3nlBsCtjvgXUuKY9IxZb+8+RCkBXH3za9uSNTn9x8TEUYACrPv+vzJiLteUp5dtJ2Pa2JSHt20vFSLV3fod2G17dhjDHGGGOZI924YZimZUoEABSmaUghgNxEwnGSDXFFALGW2oTjOK4iotZg5RXXXfbr355SEW9raUvYtu3YGsSgU04+swdW1dVsa0GSAgCkKRMAJZdeee1ZvcFOxpN2Mh53u049/9RISG6Ys7pWIRKBqp//1P3zgj2O+NX9vxgnYm0Jx0nGbdvrPeUXD911wamTR+U2acrZd/JBE7roD1+fuahOAQrlgcTk/Cf+XhMrPfsnB3WRkBp7Ql/T+oDSFHGAgnN+cd0lw3OcRFvSTsZiTv4RZ5/WpVDWzFldkyQkwuhHD/91tZVzzO8f+PEAN56wHTuZsN1ep1x/w+VjJSTAEAAAAcNe9eqT/5pn7/vzh+86f2Cw43uKj7n8uRsmFG586tY3NikCRCG07nvhvbcf39X+7C833P7RB09eddVzWwb/6A/XXT6xwHVJmv4J+UJyhSlsgCHX33TVYQWubdu27di2HnzuRce7FFw6f3WMhAQVXfLOgy+2lBx1yR8uPyQvEY3ZdiIWSxYceOUtV5zaU0JUGanJ8AClFbAMiemfTSmw86XwbXCfNMYYY4wxluE6Ah5pClMiAkjDsixLgtYkh558x60npzbNBwAAO9Fat3bt7IWrgmSS0BoQCAAFOjEwDuzdIw8VWjIIJpEjNIYrARWClgiAqO2N896qk6FeU4/q4alkIByUiBYSqcCQSZc8OgkAwFaQO+qsSRMef/OFV2Yvv+DQ8mKBEuMzn3h+a1v5L88aX9A5tPnvVXQU6MQBh/es7GIpIhlCCzUhqVAPlISgDCBA4S6Z9UK9hLHnTCx1lRcMBgSQUqBUqHffw3rB521+SEDe5s8Wb94g8s9UdQs/nYkugSERiVylhaKuVk7ok88Wt/6kX5EEQgGi3xl33v3ysnNfveac2aVVcviZ197wq33JddAyhIKdzFSGAr0kRI7qV6GUtiwDQCAiKRnqA+RaSAKJVLTqsw9miJL9xkwejZ7CUChgoCkd5YmhR48YffeTb7cp8T00snBswxhjjDHGsppWJCQ2rPxk7oJl62sattfVblldtX7Dws/nr48B5Ey0vVQlXSC6GiLhcF4IpdCgkJAQJYILBO0L42jVWLMKZfmwigItETWk172R2nPspK2NQMAgIKvyuCMPmvbmcy9+uOD8A4/oakHrjEdejiYHXj51eJ5IT/P1taENIJKrQYZCRWGQQpMWRIRCCvD8iZ01IAC01K2tQwj2DeZpE4UiIkEIKIRVXFE63IIVjt8Kkoyub1Wotz1722nP3Lbzb/x83XZFhQai1oDaHHjGPbe8NP2cf9VH+x919Y1n9nFtG60AKmenCRdIroaukRwrIASS9pulUAC4AKgJCBC9ZH3dWhS5wUFFAg1XKkmEgIIkisJ+gWIgz0aObRhjjDHGGOsEEVE0L/77rbfd99d/zokCBPIru/Uo61k55ISfHdS84MW/fRgzpPTbH4gIETT5FXJsn2EYUey4ho1NAIg5pgmQik1Sa8IYVijHnxhM2S4E+045fsK0V5969r3Pzj/0hD5t7z72dmvb2OumjMg1/NBG4DdYo6V9kctUqqh9FU6xw9oxWgEASEEdC7+kurtFLBRArv8/Qpo6CdDv4NOPHNHFBADwJ6IGBNDkKQU45MAymVqFhgiF2r5hUZtyAbztdatnL0/0HyhdpQGRYCdSE1kTwQ6d7RDTsYp/pNF2URgYkP7k1elfACDCzne8K3BswxhjjDHGshcC1Xxw3Xnn3reg8LCLbjrrqJEDK4f16p5fUZYvofXNa1/723toyFQlvH3RSj9k+KqgQ4jC4m6kkrOq64TKUwAECFoBgGpe89msl+bjEceMH9MnV3lUeuQJh/R65f9emr74qhOLP3r6w6g46MKDBxpIfmiTWt7ya3KAsEOqvtwLjAAA8op75xHay1ps4WlPSEMQAIDWFNvaVpUEI0QEAGRZxUEgUX7sJff/7tCv/nJKrWiDWPXOHy+95W1r1I8vKf/3g//3uxtGjXryp4OF68mdxyBfSO6X9gsEQIYZKS7X7kZnWYM+sYtUQCaAJo1K65YquxVQWvQ9RDg8lwBjjDHGGMtepBs/e/yBBbKo4up7HvrDBVOPO2hUj26FQU8B1X28ZHoVyJDylF+N/maVaRLB/qOOz/Ha5L/nNxnStONJ10kmbReku+nd235yzW//8u+tgMJ0XYVlR512eM/8ta/MXbXinWeX1ouJ5x86KCgRU0Ntvv0kxjvh7yUwZP/jI55e9PKMJtOQbtJ2HNt1PSGd6k0z14LISa04anQb1b93uZ791KtvbvbIbm1qamlti7Y0N8VcaJl17+133nHrq0sdBYBIWoja/1z/27+uyD309w/e+Zc7bjyyvObVm294eokTMLTnEgJ82wgE/UTkV447aijVbVk8fYUwDJ1I2K6dTGoh5baFS9dtgUDYJL0rDs6OOLZhjDHGGGPZTBrBAJhECSf1AQozEJAbXp12118/UZBjKn+8DHzDvlAIsmzMORcPsje8ePttr6w2IjkhywqFw5aofuWRxz+q63XC4UeOKQLtSqk8yhl76pHdSje9ddtNt79dVXbqOeN7mAjfbIK0b8rfD5Uc9qtLB7r69T9f9czCRDAUsALBYNCMfvLwTfe83Qwh01UAALbKG3HCsRP7wLIX/nzfv9ZQXmFhfl5Obn5BYST28e3XXHblb2+YWYeICFoLufUfF/76ieWRQy+/8eL9Sqx+P7r1upOKN73yp5v+Mi8WCEqXABC/XXSDiACazMKRx/3qEHPLm/ff8eQSL5wbCVjBcE4I179w272vL/Eg33LV99Buw33SGGOMMcZYNkHDCgQCRnp0h8jf/4yf9njsvqrbLp5ac9y4fbvlJhqrl3z2wfS5NcEuY/tuX9miWjSikACeMEwrEDDEF4MOlFYgEDD9XRKh7DL+t/dfO//sm2474/jlPz56/IhhOc3bVsx48e/vLI6cePeVF+wX9pQSpoGOR+H9zzm5/IVpL78QhZ6/PPPAvpZA0hpQfOUsAijNQMAyZaf/twIBU35pa2FZgYAl/WQhFe135UPXLjjhpofOOnHt++ccOa4iVLdy5kuvvLKwobgokPAMIQBAe25kyNlX37F61Vn33fmTKXPfO+HIIT2L82JVi+Z88MwLs3Tfs2+fdvY+piAAWf3MpVe/tiL34OtvuezgPMfzrPCw82685t25l756960PHvzYFeNzATSagUBAGLIjVaYVCKgvpxZlIBAIGBIASCmZO3zqXbe8ecqvn7pwasvCqQcMGBiJrpn15j8/XeEminLBTeyiRq0dcWzDGGOMMcayAhERACXrNzfbdn3Mf+9PiCWHXPfCY2UPPjrtib/e9DIAAJYPGHv4ufffdXL3dX86/pxn/v3WRxsvOKfSAJ2s27rZrquNOhpSTTl+nyunparBhq1RL9V3TWvR5fA//O3FyscefOK+h+973f/+olGn3fDU5RecNLqEtEYhELShFYWGnnXmiJdWVS0bfObkEV1NAO03d3wptCEiBACdbN5q25trWrz0tzfVbLZjweak7sgkAYBqq9qUsJ1mR/ttThoKD7n+sdf7PfXIA3c9dvP7jwEAVBz6hzueLl945aWPr2lKagCQBJ4uHHrSDU+9NfTJ+x/4++O3T099fd7wyZdNu/jsHx/dN0REWP/Rbw896+XNYv8/3Xr5uFzPU4haydDg86+/9p1PLnrht+fkl7z86HnDVGttlW27da1e6mDp+NbNrXa8MakofRAREYASTbYds+viRAAaNIqCoRfd93Th0L/ccc+021/1j+BhP3/yyYnv3/XraZ/apvgOPd6+DtL3MYqHMcYYY4yxXYxIEwpsWP7RnA2xnmOOGNzFSnf/QoBo1bLl6zbVt2qwCnoMGjy4stgEaF0z5+OVrWVDx4yuzBOoW5bOnbOpuXjfA4Z3z5VE/txhiKJt03szl9r5wyeO7REWfoWdAAUCtG1fvmpd9dZ6JxAu6Tl48KBueQBaaZQCiQDItVEE22b85KBjnjCu+vidaw8qEZo0ooAvt9r4k0KD07B+wewVifKhY0f3CmlAiK1ZOGd1TXjwuJF9ikzSBAJAIcrk1hkzF0atQRPG984zkIiACIUAiFYvX7pqQ10M8roOGDamf3Gy6vP3Fye67Tt2RPeQ1oSoNUoJoJo2r1u3eWN9c9Kx8sq69R0wsEeRAaCJEDG+aca/58dySvoeNGFASGsQCAQAiCq5bfEHc6uMwr4jDhxa5tSsmDtvPfUaNnpoz5DSIFXtZ7Pm1es+48YPKA5ip9imYfVbs9caPfY7fHiJ1P7RAwCAxo2LVqzb1hjzAiW99hs3rHD1zccfeP3so6d99OgvhoSUUmjIXTZMhmMbxhhjjDGW1Yi0JvGlCrJSSsgvd536BrsDf05m2sleSWkSQiARkXLtpA3B3Pj08yZNfjJ8zZw3rh5TIDSRX6//Hrpc7TSrO52MjbTS+OXck1IkxI4zXoMfMv63vX07GkDophVv3fXL/+Sfe/7PzhkR6fRLb81jFx17yRPdr3z12T9O7gJKgZRf6iP4nXGfNMYYY4wxlhUoFXVorTQJKRERgQAQhQDSWpPfoQsQBQoUUgJppTSg8OvzRFprTSCkEKn1XQAIEUkrpQn9zzG16ibiTvcqROqPUovd0KKn7n55oTjpkeOHFggADZiaJW1n6cdUKvxESQEECP8lVanPOyVqh6z6HyCkcylFuuEChRC0Y+oRU8n3D5qfZ/AznW7u8L9Ia6UJ0/vTWmkQwo/oAIGUVp1TlW63SR1rFCAEoUUNG96796Vt1ZED/vWzvu0HY/37f334xbV63BkH7lciUHmI3yH6/GrcbsMYY4wxxtg3R9pVwjQap99wxU2vLWwSdSvnbd3/d5/888/juwqtCMXO+qP9cJDWhEKgVzf79vOPuObNZJfh4/cZPGzfiuS29euWz56zeHvk6JufefKKw8oMrVDs2qPF7TaMMcYYY4x9C4QKwDBzRP3iBQvqocsJf3zlzt/s31WSJhCISN9Pf7TsQKlGHDJK97/8qTmjXnj4gXueePO5jz8AAOgyfvKFj1520YkHDC42SYPY5UeL220YY4wxxhj7FvzeYaQS0aamNkcE8kuLI7J9yjD43wesZDUC6DTDA4Abb26JxhOOEoYRzMnPyw2bAO0b7ILhPZ1xbMMYY4wxxtg3t9OGhtRYml1dV89GHWFLeijOTjaA1Fidnf3+f8CxDWOMMcYYY99Cqt1mx1r091NXz1apQ/FVkUb71Ai7+ns5tmGMMcYYY4ztDf4/PMzuGCdw+MYAAAAASUVORK5CYII="}}, "cell_type": "markdown", "metadata": {}, "source": ["## \u7d22\u5f15\u57fa\u672c\u7528\u6cd5\n", "\u6784\u5efa\u6570\u7ec4\uff0c\u5e76\u901a\u8fc7\u56fe\u793a\u7d22\u5f15\u6765\u8bbf\u95ee\u76f8\u5e94\u7684\u5143\u7d20\u3002\n", "![numpy_index.png](attachment:numpy_index.png)"]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": []}, {"attachments": {"numpy_modify.png": {"image/png": 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"}}, "cell_type": "markdown", "metadata": {}, "source": ["## \u901a\u8fc7\u7d22\u5f15\u4fee\u6539\u6570\u636e\n", "![numpy_modify.png](attachment:numpy_modify.png)"]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": []}, {"attachments": {"image.png": {"image/png": 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"}}, "cell_type": "markdown", "metadata": {}, "source": ["## \u6570\u636e\u7684\u590d\u5236\n", "\u53ea\u6709\u4e0b\u9762\u6700\u540e\u4e00\u79cd\u65b9\u6cd5\u624d\u662f\u590d\u5236\u6570\u7ec4\uff0c\u5982\u679c\u7528\u5176\u4ed6\u65b9\u6cd5\u90fd\u53ef\u80fd\u7834\u574f\u539f\u59cb\u6570\u636e\uff1a\n", "![image.png](attachment:image.png)"]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": []}, {"attachments": {}, "cell_type": "markdown", "metadata": {}, "source": ["## \u5e03\u5c14\u8fd0\u7b97\u7684\u7ed3\u679c"]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": ["##keep\n", "a = np.array([1,2,3,4,5,6,7,6,5,4,3,2,1])"]}, {"attachments": {"numpy_a_gt_5.png": {"image/png": 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"}}, "cell_type": "markdown", "metadata": {}, "source": ["![numpy_a_gt_5.png](attachment:numpy_a_gt_5.png)"]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": []}, {"attachments": {"np_bool_index.png": {"image/png": 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"}}, "cell_type": "markdown", "metadata": {}, "source": ["## \u5e03\u5c14\u7d22\u5f15\n", "![np_bool_index.png](attachment:np_bool_index.png)"]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": []}, {"attachments": {"np_bool_assignment.png": {"image/png": 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"cell_type": "markdown", "metadata": {}, "source": ["## \u57fa\u4e8e\u5e03\u5c14\u7d22\u5f15\u7684\u8d4b\u503c\n", "![np_bool_assignment.png](attachment:np_bool_assignment.png)"]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": ["##keep\n", "a = np.array([1,2,3,4,5,6,7,6,5,4,3,2,1])"]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": []}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": ["##keep\n", "a = np.array([1,2,3,4,5,6,7,6,5,4,3,2,1])"]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": []}, {"attachments": {}, "cell_type": "markdown", "metadata": {}, "source": ["## np.where()"]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": ["##keep\n", "a = np.array([1,2,3,4,5,6,7,6,5,4,3,2,1])"]}, {"attachments": {"np_where.png": {"image/png": 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QggthnoRACHH5i5ZsvRUAeKEHZuTkjyM6h7Es/8mQ9uyo1ptiGQaUQIWN3Fdh+a16a6tHsklgypPetAil0sWXdsaMVDSSmJmmkuz0BRxub6Fqu35C6JoqOGeGERro6Tn0LjeMQEV1zZLlJpopf56aSXfs3T3Z1+0KFC/ddutoZ3vy/dc3mMtyUwABQAgx0dMx0dsZGuzhjHuKS5vWb27dcUegosos88yEEGomEx4fBgAqyYrNfvSlZ9r3vJKYmbI5XS0bt6+64+OByhqz7M4VCSGCvZ0zo4OGplUsXFJcs0Ax1cOBdDyWioaZrtucbi2dPvLS010H3krMTDl9geYNW5ds+1hxdZ25BmsJIXKzaLRMpufw3oPPPR4LTUiyXFyzoPXmO5rXb7V7vCYaQ58jOB9qb+vYt0dwvmznXanwTCwUNHtoZobODIMzIxYK9rcdjATHHF5/edMiX1lFoUu7NpcnBG4YqWgkGZ6hsuz0+e1mTAhzRv7LQ1uU/d7xVHuMCQCFErsETIjxrPhuv7prUv/bpfb7KhWHZLJzfp7JJuIjHSdT0bDV7ixbsNDpM9OdcY6uaSdefyk8NhTs75oZGRJcuIuKt3zmS6ULmkwXYgTngyeP9h07oGZSy3feVdnSGuzvLnRR14npupZJM0NX06nx3g5KKSFUCB6dHG97+RcTPR1bHnqsevGyC5fUmLuE0LOZTCJOCGG6duSFJ8PjI1SSJUlWU8mTb7zUd+zA3X/0V9UtS83b36xlMwOnjmbiMSpJtUtXeErLzLUv2WQityJ4KjJz7OVn0/EoCEEISYanj73y3ERv54b7H1mwYp2J+puZrmcScQDIJGL9bQepJFEqMV0P9nVNjwyOd53Z/rnfdZpqpiYAxKdCh194Qk0lqxYva96w7fSeVwpd0QfFGBs81TZy5kRoqHdqqD+bTFgdzsVbdi7estPm8hS6ug8qHY+Odp5KxcI2p6t0wULTHW9zSv44UmQlPoW4ZLLASe8oUyps9HScvT6pj2T4QIo/PaYt9kgrvKZpwuYfXc1O9HZ1H3gHAFyBoqZ1m83VE5PDDWP4dNvA8cO5H53+om2P/k7t0pUmGo55XiQ41r7nlVgoWNXS2rB6o7me7l1CcMYMXQhOJdnu8ZbWNTh9gemRgZnRYV1TJ/u7217+haekzFtSXuhK8xOCa5l0bm2sbCqpZbOuouK6ZaspkQZOHklGZpKRmbd+/N2P/+evuQPFpuv8y4lPBaeHB/Rs1l1SWrpgoc3hKnRF1yaTiGqZFAAkwtOSrHjLKsoaFnLGgr1d8enJYF/Xqd0ve0vKi2vqC13p1eKcMV0jlEqy4goUVTQuopI02tmemJk2NLXnyD5fWeXGBz9LzXNvY+ja8deeDw30ylbrmjsf9BSVmOOe+TfjfHpkIPdYAwCsDueSrbct33mXO2COsb+/gZ7NTPR09BzaCwDuotLGNZvMmBDmjvyhuclJv77cMZRmNwVkr0IEQFSHFrf0j73ZwTRvi7K+JFvslizmP2vMiBnGRF/34ReejE0FHV5f88ZtlQsXF7qo6yTJimK15Z5mpqPhX/3j3y3d/rHNn/qCy1QJRs9m23e/PNnfY7E7Fm/ZWVxTn0kmCl3U9ZMsVn9FdWn9wkBlzZq7HgxU1RBCssnE2b1vHHz2Z+l4bHp0aLz7rClC84UkRalrXXXbl//EXVQiBA+Pjb70f/7n1HB/aKgv1N/j8gcIMWNHgBg+fSIxHeKcVTQu8pdXmffqKCnKkq23rrv304GKGs7Z8OnjB597fLTjVGRidLK/u6i6zixtgtXhLKlrSMejDas2rLn7QYvNLoRIzEztf+YnZ956lWlaX9vB1lvuNM3SuUIMtbe179nFGV+x/fbqxcvMe4xdgkqSbLHIVisIoavZ47ueD/Z3rb/voQUr15mx7yaHGfpYT+eRF5+KT086/YHmjVsrmhYVuihzu6oH360eaSLLv3QsdWCGxXRx4RjyiCamVKFyYaHmaMLmE85YaLDvyAtPTvR2WGz22qUrV9x2r4keXF7I6nR+4s/+BnK3Ab0de3703amh/tN7drn8xWvvftA8a2aJgROHe48dyCTjy3feXb14mWy1iXjs/MDg3ERNIYRpLvl2R+uO21t33H7hhzaXu3752mBf99l3XtcyqfD4KDMMsywNnpuBYXN51tz9qdwiM4RQX3nlwvVbpob7BeeTAz0LVq0HE/YCZBKJ8e4zajolyXJF8xJzTQG8REld48L1WwKVNQBAJam4rqGyeUmwt1NNJWJTQUPTzDLVwV1UsuWhx7Y89Nj5T3Jzm5bvvHvk7MnY5ERiJpSYDpklNCfC0/uf+YmWTgWqapbdcpditQnOz6+bIYTgnAvOzTUoCAAkRVl3z6fW3fMpznk0ONa26/nOfXvGu86ceO1Fu9tT2bzULC32hThjwb6eoy/+R7Cvy2J31LWuXnbL3SZNCHNH/uvcjCZ+51jqlUkjw0y5oMx8xRmbHOjd//SPB04cVqy2uuVrtz3yOyZ959yFJFmuXrTspk9/4ZXv/H02meg7tr9l03arwxyvnYsEJ068/mJ8alJWLImZ0LGXn6VU0jLp0GAvZ0xNpzsPvj01PFDV0lq3fI3DY+LZGDaXJ1BZSyWJc25oqkmmY5Pc0wwAIABUumD9GUpK6hpy/z8VmTHp4lnh8ZGp4QFdzZbUNZTVN1rsZnrpTI5ksVJZAQBKyIUP/a02uztQbHE4DU1TU0nODABzhOYrIpS6/EWByprY5ATTdUMzxyqoTNePvfxsqL9XCKFY7SdffzGXwMa6zuR2Yfj08Wwq6a+sbtm43VNcasagSSkNVNasuPXuVGSm58i+6ZGBid7O0vqFZrlJO48zNtHbdeCZnwyeOqrY7A2r1m95+Es4mvmDyxOaNQ7//UzmjSkjw0STi/5Fi/1jZUqJlYRU/pXj6V2T5p4ta16MGRM9nQee/elwe5tssdYuW73tkd/2lJjpRVm/mae4zOZ0q6lkYmYqMTMVqKiSqAleOZGJR1ORGWboADB44sj5z3PT5w1NHTlzcvTMSc5YZfNiMHNoNiNCqcXpdPqLpkcGhRC6qr63TYBh8rn/nPOh9rZMIgYAudfmmbFLyeUL2F1uAGCMMV0//0yGC8EZE8IU92bzFtP1mbFhAAEAwf7uyV/PbxYAufvMycHe0GBvRfOS2iUrPUUlJl1NDwBsLo/T65cVi5pKxKdCajplrtDMDGOs+8zBZ382fOaEYrUtWLF280Nf9BSb42nGHJen964/xfbPGClDlFvpN5c7Hq5RquzESmFKFRFdYNdzQTDDGD176t3Hvzd8+rhssdavWLv90S/7yisLXdd1EUJNJTv2vnnJG0yYoeeip6QosmKmpUzPnxPiAhdszv0owDznjpZJD5w82n/88IXfUTYZD48Pc8ZkxeLw+kwxrpEQYne6y+qbAEDX1NHOU+f3iHN2PgEEauqJCQebZeLRYF+nnsnIFmtF0yLzjGi6iCtQ7C4ulRVLYjoUnhjRMucW19fSqfhMSE0lLXan018smeetjUKIxMx054G3p4YH3vuQ82RkJjI+Sgixuz12k9w/X9RoXdi+nW/i3vvRNA0c0/Wh9uPR4PiFDTVnjBm64IxQSbZYzHX/mXu90d4nvj9y5qRisS5YtWHLZ75kuoXz5qw8Pc3TKiQNIQCsEngUohBCADQBL07oPUlumOa8mD8MXRtuP37gFz8L9nXJiqV+xbotDz/mr6g244MwANA17fRbrx596WmqyAvXbclNIddVtWPv7kwiLoTwFJc5/AFKzdFmVTQt+tzffUdc/HB/arj/3Se+P9rR7vD6N37ikZabdlgdTlOkTABIxaLtb77cvueV4up6q8NZ2bwkNxFw6NSxwRNHgBC7x1fe0GKWw89id1QtanXs2ZVJxrsPvlO/fG3t0pWC89Bgf/fBtwHA6QvULF5uirFAl5gZG45MjBqGXlJTX1RdZ67lmc9z+vxlCxaOnj0ZCwX72w6V1DXUL1vDOBvrPjt8+gRnzFNcWt7YLJvk9BGch8dHjrz09OCJI03rNt/0yc87vD4hRCoSbn/z5VhogkpyoLreU2yOh4RWu/2+P/lrwS/q4NBV9a2f/kvvkX26ml1z1wOrbv+E0x+QFYspTiIhxPCZ44dfeLK8adGK2+7zlpQRQphhjHWdCQ70MMNw+ovcRSWKzV7oSq+WoWmDJ48efO7nkwM9stXasGrD5k9/wV9eZZYmeu7LE5oDFnBKhACMZfhfn8ncXqZYJfLutL5vxpjWMDJ/2JhhDJ0+fuDZn4b6uwXnstVKKDnz1qvnmydm6Lqqtu643RQzZDljU0N9ba88l4zMvPrdrx+ufLJm8XJm6CNnT0Unxw1NJZQu2rTDEyg2RfsLAITSy5tXxWrPhX5CiGSxWOwO2WKOfjIhxPRI/3B7WzwUTExPTfZ3l9Q1OLz+8PjwzOiQns063N661lWl9Y2FrvRqyYpSWt/UsHrj6bdfjYWCv/r231YvWSHJyuDJI5l4DAhp3rA1UFltuiW0OOfDZ05kEgkQoqim3uUvMlff2HmSrNQuXTnScSo+HRrvPvPG9759bsm5vq5UNGxzeyoWLi6pbSh0mVdLV7PBvq6B44fTscjpt14dPHWstK7BYneMdbbHp6cEgM3tWX7LXVaHs9CVXh1CLh+lQKl0/qWtkqxY7HYT3bAlZqbOvvNGsL9noqez5/C+isYWu8cbHhsODfZlknEgpLyhuaplqWKSFpsZxsCpowd/8bPQYK/gXLHZBIjTe3adv4AausYMo3XH7eUNzYUt1bzyhOZmt3RvpTLSx8O62Bc2jkQZAdC48CnEKZEUjs/4cAnOs/F4Mjyde1F2NhHvO3bwokfJAlyB4sWbbylYideCUOouLqta1BrfF9KymdBg78zoEIBghiE4p5SuvuvB5k3bTXSXP88QQioaFy3dcXs2lQgN9qWi4XQ8RigVjHHObC73wg1bVt9xv5kmnBHi9AVW3vmJ+PTk8JkTqVi09/A+IMAMgwBpXL1+3Sc+I1vMNHgxJx2LBns7dTVDZbly4VJTv47BX1G9/Ja7MvHY6NmT8algMjydWy5cttoaV29cvvNuE408UWz2umWrV37sviMvPqVl0rHJ8cR0CAjhhg4ATp9/8yc/X79iLfYCFord7S1rbBnv7YiFgrHJ8cRMiBDKGeOcEYC61lXLd95TVFVX6DKvFmcsG4+lIjO5mdmZWKzv6IFLEoK3pMwsCWFuyhOaZQJfbbaVWun3BtWuBEsZwiOTj1dYthTLPx9Wj0XZb/7jaLZdNIBMCMH0S6ddz5H3s18NQojL59/x+d9buuP2zn1vDrW3JWamBOc2t6dmyYrlO++uaGyxOp14RSkgi83evGFrSW1D37EDvUf3hcdHDTVrc7krW5YuuumWumWr7W6Pub4gKkklNQtu+/Kf9Bzee/rtXZGJMUJpaX3jip33NK3b7PD6zLU7OTNjQ5GJUaYbvvKKoupac01augSVpOrFy52+QPehd7oPvhOZGJVkpWLhkiVbb21Ytd7pC5joCyKEOP2BVXd8ompRa+e+Nwfb2xLTIQLEXVRSv3Ldsh13ltQuMMtQk3lJsViW77yrdunK/uOH+tsOTo8MatmMYrWW1za33HRzw6oNnuIScy3SfOEsGiH45QmBMcOkqwPNEURcxX++pCEShtA4CAAK4JCITYLcJwTAbyFO6QPNnEmlUqfaTw9Gkv71O6//b8lHCKGmk1omIwS32OxWh+vGPcHMjPXHTh0oufl+yTabnXBCCEPNZlNJzt/3doVSye7xyrM6UUZPRBNnDluKK50LFpEb8FJrZhh6NqNrqmAMAAglssVqsTtv0NK/wtDTwz3Z4LB3xWbZecN7rZhhZJNxQ9colawOl2KzzfpVn6vq5GtP+tfdbCuvnd2/+dzfz5mhqrqaZYYBQhBKJMVqsdllRblBczTDh3dLDperYal0Y95pJzjXNVXLpHM3mZKsWP1ng+UAACAASURBVBwOxWKDG5PHMiO9mfFBR+1CW8UN6bUyNDWTiHPOJEm2uT2ze/pfjmVSsfYDssPjaV1/g/6J3CGnZTPcMIAQSVEsNrtssd6gxJzoPK5HpjzLN8rOG9JJn2viDE3NzT0lkqRYrBa74wZdg9TQWGqww1Za7ai/4eP0hBDZZFxXs0IIq8Nptc/+8qAsm04NdBjRqcCmO2b3b87hnBtq9nz7BoRIsnzueLsxIwPV6YnIoTeKtt+nOD2z2IQKIXQ1q/7GhCBJst3tnd1JNSyTip3ab/GXOuoX0Rv5pC6TiGvZNABYbA67y32Drj6C88xIry3Yu2HDhqKioku2XlUoccnEJV9a3OWfzHGEEJvTbbvxIenGIYQoNvv8G64gybLkctvAxF/NbyDJstMXKHQVHwilksXuMNMwjHwIpRab3TJfTiXZYnWb5O0YV2meHXK5Jg7mYxNHCLG7vXa3ORYAuSJK6fw42Agh86lZu5zd7bG7Czz2zGTzXRBCCCGEEPrwYWhGCCGEEEIoDwzNCCGEEEII5YGhGSGEEEIIoTwwNCOEEEIIIZQHhmaEEEIIIYTywNCMEEIIIYRQHhiaEUIIIYQQygNDM0IIIYQQQnlgaEYIIYQQQigPDM0IIYQQQgjlgaEZIYQQQgihPDA0I4QQQgghlAeGZoQQQgghhPLA0IwQQgghhFAeGJoRQgghhBDKA0MzQgghhBBCeWBoRgghhBBCKA8MzQghhBBCCOWBoRkhhBBCCKE8MDQjhBBCCCGUB4ZmhBBCCCGE8sDQjBBCCCGEUB5yoQsAAOCc64bOdVWPTBe6ltlhpBIghBEL80y60LXMAiOd4LrGMik9OkOoVOhyPijODJZOCl0z4mGhqYUuZxZwXQMQRio+b84goatclfR4mKvZQtcyC3Jn0Lz5gpiaEbrG1PT82B0AYNk01zUjHhGaVuhaZoGRjHFdM9LJ+fEFMS3Ls2mu6/NjdwDASMaEEEY8InSNACl0OR8U0zJc11g2rcdmqGwpdDkflBDcSCeEEIyxy7fOidAshDA0HbJpNtJV6Fpmh0gnKQg23i8k00dMAOC6RtQMxKYZ1wkx/RkuhBDJOGhZNjEAslLocmYB55wSIqbHWSpW6FpmSTYNhsYnBkCaE23UByRSCaKmxcwES8cLXcss4MyAbBoMfd602JAIEy3L502DkE2TbBqiIWbMi04BxiARJVp23hxvQs1QAjw4SObH8cYMoqZFXHBuCGr68QsCAJJxQYRhGJdvJUKID72kS2UymaGhoUQiYbPZCl3L7DAMQ1VVh8MxDyImAHDONU2jlCqKMg/2SAhhGIZhGFarlZr/DAcAIUQ6nbZarbI8HyImAGSzWUKIoijz4wvSdZ0xJsvy/PiCcg0CIcRqtRa6ltmhaRpjbN40CIwxXdclSVKUeZHJODcMgzFmt9sLXcvsYIxls1m73T4/jrd5mRAURampqfH5fJdsnROhGSGEEEIIoblsPtzlIIQQQgghdENhaEYIIYQQQigPDM0IIYQQQgjlgaEZIYQQQgihPObDVO6rYnARSoixqEiooEikwkMrveAw84KCjItwWgzOiJRGSt20uQRkMy9vlzX4WFQE45DRwSKRYietDYDTAuaciisSWTEeF9NJyOpglUmxi1R5ictq0t25iMFFKMH7poldoYvKwGW29ROEgKTKzgQheYXVuOiaGuJ3fPhFzQIuxFRSjEVFLAOEkICDVHqJzwGyyXpGRCwj+qZF+Eor3DsUWhsglV6gZjuPDC4iaTESEZEMECAuK6nykXIPSGbbkfMyOh8Oi8kEaIw4LaTaT8rcYDHPNSil8qGICCWIy0qaSojXdmnjLIRIqGI0KqaSwDnxOUiNnwQcc/TYUw0RjPPRKADQuvc5RwSAaoiJGB+OACG0pZSUuQtQ6tXgQiSyom9aRDIk4KCtFaBcdmgZXATjYjwmElmQKPHZSY2f+Owg3dgW76MRmlWDd0waz55gz53kvVPEZ5duWyR/Zi3dVE98DvOtLM64iGVEzxR7s9t44qgYiUoPrrR+437wmXM5Hi7EdJIfGDB+cZLt7hLBOPHa6cZ6+eE10m2LSKl7jjZS74cLMRJhb/cYL57mBwdFKEECTnrTAvmTq6QdC0mp28SXSQAQIKaSxk8O69/aQ1vKrN/5NGmtKHRN14gJ3hPSfvdJ3j5+6SZC7G/8AdnWZLJDDgB0xrtD7PlTxvOn+NkJokhkRbV891LpnlbaVAwWM7Xz4uyk9j9+xd64woq8dGGJ8sc3y1/caK49AtXgvVPsl+3Gsyd4+zgQQhqL5fuWyQ+toUvLr5AG5jwRzfA93frjR9lbPRDJkPqAfO8y+ZG1dFkl2Ob8V5PR+WiUHxkyHj/K9vZLq6osX7uH3LTgopaZCzEZZ7u7jSeOsf39oDG6vFJ+eI18TyupC8ytG1GNiakEPzVuvHiavdhOHBblj3fIX9p06TmiGSKY4CdHjRfa2bMnwGmxfuuT0idXFqjo98eFSKpiYIbv79d/dJCfmpBuXmj76eehyHnRryVUfmLEeO4Ue7WD906BRZaWV0oPrJTuWUobim/oOTXnj+8PjgveNal/4w22qwNyfWNpzfhlO++ZUr56i3zPUpP1NzMuRqPGS6eNnx/lR4aAC+Ix8+LWQojppPGDg/o3douMTiu9ZHEF6Iy908f29lv+x13yb20w2Y2NZhi/OKF/+22IZ0mRkywsFYkse+UsPzmm/MnN8sNryCUnv7lkNHZwwPjFSTGVhJayQldzXYSAjAFZHRSJLiwhF/aUEwJum5kOthwBvDukfe0VtquDWCRa4weJis5JfXAGnFZS5iZFpmrn7QqpDdClF9yMaUxMJ0UkDYoEdsVkj2u44MNh/R/fMX5yiDitdGEpgBChpP7tt/jpccv/foAuLC10idcoo7NfnFD/4pegMVrphbqACCX077zDRyOWv76LLiqbW5nyEmmNvdOr/+gQf61TxDLv91simjGeOq5/912YStIKL8hU9M/oX39DjMWUP9hGavxzpZVQDX5mwnjymPGLk2JgBgBIU8kVfi2j81PjxuNHjf84JqaSAECcczL2cCFmUuzVDuPHh9jbPcDElW+PM7rx8mn9b3bxwRlS4qILS0EI3h1i//VFpW9K+dNbSH3RjetvNlVjen2SKnuhnb3TS0pc8hc3yrcv5r1T+r/vZwcG2fMnaUspXV5pplZYNdjBQePf9olohi4o4qFEoQv6YAwuTk/o/7pXcCHd1qJ8fgOp9olwWv/OO+yNLv1f3pU21JN1tWbqjLHIdGkFXVNDKn3yzhZS7OQnRvWfHOYnx9iuDmltLQk4zHS8XYhx3h1iz57gx0cKXcoHwAWkVJHSiN9h+eaD0trai7aacURQUjV+cIC/3kVcVvmTK6XblxCHYuzuIh6bfNcSEjDZTRpdEFC+evN7g2cE8MEZ48eH2OtdpMZPFpWZqTUAgKwu2ifYa2eJyyp9apXy6Fpgwnj2hP69/fzAIHuzhzaVzpUEdnX4yTHt71+HpCrdt1z53S20zm88d1L/9ttsVwfbtIBUeklg7g5wEuMx/Zt7eEeQlLlBpiJ6pdzMBD82zJ47CaGEdE+r/NhG4rYa/3HcePIoe+UMXVIuf2YNWOdEdhLRjPHsCeM/2kCRSLVPhJJX/rWZlPHMcePnR4jfATZFjEQ+5DqvlsFFZ1D/1h4RjNPGEjGZEBn98t8SE3H9O+/y0Yi0tlb+zFqyoopohv7sCfZUm/FUG11fL5W6iftGdSbOiS/+huI9U+ztHhHNyJ/fID+6jlR6pZay3FglfnyUHxmizaVgN89rk2wKXVQmPbSalrqJ167909vi1GVPmU1EomRhifzJVWIqafnG/aT43AWeOCzZthHRN8PPTNAVVWa6TFIi3bqItlYSnz33EIOurBaRtD4eE5NxMZUEg5tpd84TIKaS7JWzbE8PSBQ4K3RB10sIoXMwGFhk4rWbdVDTBfjxUePls0IzlN/drHxlByn3AAHL+nogAFbZXIEMAMBrp94LvpTcdJRohhQ56JoayWz9skI1xEhEjEZpS5nyyFp6UwMYXHZa2J5uMRSB8ShwYaYhW1ywVzvEUIQ0FFn//FayrBIkKv/WRn56wnjmBN/XD/cuA599zg5wIuVe6fbF0scWS6tr9B8dZC+2X/47Ip5he/t4V4iuq5O/tEna1gSUyFZZjEeNl06zt3qk7U1kQdGHX/zliM8ubVwANkVqreC90/p33rnyr3nt0o6FQEDa0ij6ptU/e+5DrvNqKZTUF0kPriQOC22t0L+5h+3uvvy3SJlbfnAF89kt/989tLUi16lsqfGr7ePs0CA/MSp9bBFgaL5OXPCzEyIYpw3F0trac5lMM4AQUCQ+HOEdQRHNEBOFZkroiirLiipgnB8ZJrJk7jc6UkJq/Jb/eQ8fmDmfmAGAlDiJ3y6mEiKeFZzP0Qb4/VBCKr0X/gh2BRQJKJmz15L8sjo7MGC8dBoUiTQUi67JQhd0vZiAcEqE03RxuUirvCMITIBVJiWuK0wGmvsYN97pgVCCNhXL97SSYue5lOwwT5v2G4l4lp+dEAMzpDYgra013U0OoQRsMtgU0JmIpMHgIASohjA4SAR8DjMlZgDQDD40A0JISyvg17PNiM9OV1WTX51hPVMilCD1AaBztV/AZVG+egsAQCwDT73PY6XJhDgbFCmVrqiizaVACegMDA6yBKoh+qb5wIw0N0IzWGXp3lbp3lbI6OKJo+97fXFbpbuXSncvhXjWeJ/e6DmBEFLjt/zFx4ALMRQG5X2GWDgtyld2SHcupbX+88MwiNcGxU6QqIhnweA3rsb5HppVQ0zERFKli8pJqRsUCVKa8Wqn8cODvDsEqiHG4yKeIRWeQhf60WaV6aKLBsiKYFyEkkAp8TsIncMj5H4DIYALUA0+FOZnJyGt0ZYyUuM3ZTczE7xrkj17QkzG5ftXAOO6eUOzEMLgwAQfjWpf2yVOjYlohjQUKV+8SX54Nanxm+zGJq6KM0GhGnRROXhsYiIuMjpIhHjtxGs302oGVyRADIfZkWERSUu3tNAlFSb7dgDAaaUrqqV1taxtVP/JYVLtIwEnOzgoRiK0yietril0fddIAFAKAMLgwH4dTQihVX6wSDCTEtOmfZj2ayKUFOE08dpJtY+4bcA47woZPzrEXu8EQkQsI4Jx4MJ8h+J8Qgltvuihk5hJiVASGCd+B04E/AB0JqZSkNbBaQG7Ajpje/uM7+8XOpPW1PD2cZFUIX6FladQIakGe7tXZHRSF6CLSs164Y9l+VCYdwSN50/xvf2kqUR6YCW94iyNOU9MJdjLZ9jePmlDvXzfMvbmFR6ZmYUwuAglAQSkNHE2CE4rUWQxEtX+6kV2dMj6T58ipR4TDWkQiSyfjAPjRCLslbNsVwc7PEQ8NvkTy+XPraPLq8BuMdHuXEo3eFdI9E7TKp+0oY5U+wpd0LWTKVlUJj+6jvdOs5dOq33T0tZG9non8djlR9fS9XWFru8a2WTaWAwSFV0h3jMleexglYVqgM7A3A893yOiaZFUwSYTpwUkwocjxs+PsEODdFkFH45AVodoOje+q9CVol9jnB0fFf3ToEh0eRW5kQuhmrMP79oRvwNsMj81rv/gAABY/vhm6Z5WcJl53Yn5inF2dFh/8hgYXLq1hTSZdf1pdnhIfexn6qM/Zk8fJ3678qVN0pYGE6zHdLmswfYPGL88TUrc0oMrSbMpc/97CIBdIdU+aWuD9VsP2l/9T9Z/ezg3bJG92M52dbzXf2YKmgEZHTiwff3a37/OzwaJ1w4pTf/3fdp/eYEdGgTdKHSJ109MpfjRYTEwTeoCpLXClKcPAHFZ6OYG+cFVQAnvDun//C4fiUg7FsqPrpsj88muASF0exOp8PLukPbffmW8fIYfG2GPH9X+/rXcsgzzBvHYic8uIhn2zAn2Tq9091L5P22jc2RUBrqQELx/xnj8qIhlpU0NdEXVDZ2lZrYz9rrpXPROG6+cEaGk8uWbpG2NfDgMYr7cGs8bQvC+ae2/vSQGw3RphfLYRhJwmrWfzCqTEjep9ILO+MCM/n/eAgDp48uJ31Qr6HHBO4PsmeNiKCx/fr20rQm4gPN9SlyY7jEl8diUL26UdjaTMk9uGL3UVEKqfdmHfij6pthrHfL9K8CEyziKqaR0xxLl97bSWr/+8yPGjw+xQ4P0zR7aUnbRCHsTEcCHwvxsEABoawVtKTPfiHMAMDjvDOnfeMN4+gRtKKJbGkT7OD89YbxwSghh/bt7SV2g0CVeG2l9vfJH2/Wv7+ZHh9TP/AhAgFUGSoFxIGDK7+iKOBexrPFSu/FSO11Xq3xuPR+LAcfMMOeIqZT+zTf5O73EZ1ce20ibim/ooofzPTQTAEqAAD87of9TTBCifHmz/IllIq2JcBoyOhAwU4KZ34QQkwn9a6/wff2k1G352l10eeWcXvLzN5K2N0nbm4AJfnpc/4fd7KXT+rf2EJdVurcVbKaZpCXCafbyWfZmN1lQRJdVikgaZtK5t7WJjMaHw9RjJeUeE+0REAIu60XLAEuUNhVL2xuN3inePwMpFdymencjASAg7Wyx/u29pLkUKFH+cIcIxtnTJ/iJUTGZIOUec93YnKPqoiPI+6dJpY8urzLpAuciGDd+fsR4so0uLrP8/x+XblskppL6Dw7o/+s1/qvTeq3f8jd3m2wEmkyVP9hOV9UY/7KXHegHJuiWBuKysWdPgN0CdsWUB9uFCAECIpQ0nmoTGZ2urLb80c2kxg8dQRHPnvsFNEckVP3f9rIn24QAy5/cTG9fdKNfUjvfQ7MikYAD7Ao/PkKq/cqf3SLduRgcFohnQTWAceKymu89wPOSECKU1P7fF4ynjoNdsfz3O6VbWubDoDGJ0BVV8qPreM8UPznGTo7RrY2k3DQRU4xF+fFRMZUUU0n18E8v3MSPjWQ//m/Sujrrvz5MVlQVqsLZocjEa7JlGc6xKeC0AiGk1A0e27nVDJwWWuNnDgWSKqQ1EMKMfQNiOsXbx2EsSm5qIIvKzDeSAQAMJgam2du9xGuX7lgibW0ESkipW/nCBtE3bfzsCHunV4zHSL3JOpuBEmlro7S18dyPXOj/sJtJhJa5SZHTvD0d53htxGHlwTgLp+QHVihf2kQWFIHGQGOgM7Ap4LWbdNDgfJPS9G+/bXxrj8jqyu9vkx9dR3w3fI1wkx/ceVllUuMnbhvYLfKja+X7VxC/AwDEZEL0TwMhpNaf+wQVUi4x//nzxs+OglWy/NXt8iNrzbR49iUYP7ew1HkWmUgUVAOyOjBTPeCjBGwycVnP/w+clnMdYxIFhwUcyo1799KNwgWkNdB/vdS0AMjqYjoFBIjPDopsoohJPDZa5QOFikga0tp7j4+5AAFATbQrl+LdodyrzumiMrOOJTW4iKTFdBLsMqnynmvTCIDDQhuKQWeib1pMxApd5bUT4qL2LZLmx0dFRicNRSTgBJOud/RrpNxDSpxAiLS5Uf7STXRZJQCItMYHZsR4jAQctNpsa+zMSxld/9Zb+j+8IZKa8rn1yle2kxLXh9DcmfDe/ZoQQpdWkCofDM6AzoCdWyOTnxjl3SFS5aVLKojfnD1M84YQIpTQ/ssLxs+OgFW2/OfblN/fBnYFBJwbO2uuZ2FCsFc7RUqTNi/IvWYCdC6GwyKaAbsCDou5umHoskrrTz9/4SciGDe+8672d69KmxZYv/Np0lrxfn92jtKZ6JjU/n2f/Inl0vaFQAkYnJ0Nsje7AQhdVgkuq5mCptsqbahnr5zlBwf5mQmpwgN2iwglWfu4SGRJTQCKXea7qwGAjC46J/lQGMrctKXMrF0blIBVIRZJzKTEmSCE0+B3gBAQz/KuIMiUVPnAbK9sBAAxMAOSRCo9IFHg3Hitk73bBzqTNjeCueZsXAkp89DlVWRvP3AOBgcugIAYCvPDQyKpkoWlpMGct3DzSdbQ//ce7euvQ1qTH16j/OXHSLUPCAGR6yy4gYfgfA/NALSxWNrSyM8GjWdPkmKXdE+r6Jw0fniQ94TkB1bS1TXzYQyAeQkBU0ntq78wnmwDAspjG+Xf2gCJLCSyAMCnUwBAF5pp1Tk+GNa/t4+91SPf3Sp/dh2tC7B9ffp33+XdIbq8UlpTgzdphWRw3j6u/eEz7PAQf61D/tJmaW2NCMa1b+4RY1EIOOX7V5roYAMAIET6WAt5/Ag/Mqz9t18pUynaWKQ/dZy/3UtsirSlkZSbchF6MZVgJ8fEWFS6qYEsLjPrcydFItU+urTC6Jw0nmoTSVV+YIUwOHv5jPFEG1hluqaGmm4dvWhG/YtfipGI8sVNpNrP28f1f35XTCakHU3S5gXEZSl0fR8U8Vjpxnr6Rhc7PAQ/OAAWiXhsxk8Os9c7aX2RtNWs59T8YXDtG2/of/caqIZ0a4vyRzcTqwxTCQAQSU1EM7Sl9MYNu/0I5EWXVf6t9Xw0YjzVpv3li/BfXwQBIIS0Y6H8pU10SXmh6/to44IPhdm+fgAAAfq/7tX/bd+F2y3/6z5S4yemyjFElojBjSeOGk8cAwK5441UeuUvbKBbm/AmrZBkShqL5UfXsTMTvHda+8tf/nqDAKts/fuP0w21pnvwShqKLV+9Rf2z53lHUP3dJwEAQIAsKX+4Q/rYImLClUAAgPdOi54QACFNJWYdmwEAhNDGEvm3N/OBMD82fK5NAAAQoEjS2lrlT3eC02Qp03j+JHvxNKiGenj43EdC0KZi5U93kqYSUz7WuAQh0pZG8cWNIpxizxxnz5wAcq4Nlz69WrpvmbmeFs5DsTTb3ZV77R/b3ZXZ+I0LN8qfXWf5m7tv3FLNH4nrN6nyW752N22tMH50iJ8NkmKXfP8K+bENtLXSdBfIeU7ApesAmmoAMADQ+iLrDx5lb3brjx/lb/eK6SQpdtJbW5THNkkb6013gZx/iNcuf3EjXV+n//gge6FdjMWgyCHfukj54x10dY0ph2MSIt23zNZYrP/zXvb8KRHL0A31yu9tkW5tMeuoBtUQ/dN8Ik5KXXRRGZhz3YxzbLJ080Lbz79g/Eeb8XQb75gEhUqra+WH18ifWgklrkLXd83kz66nC4r17+1jb/eKiTgJOKSH1yi/s5k2l5r6RYAXscryp1eTKp/+vf38jS6R1aWN9fKXN8u3LzbjepTzzQWrnl4hM9xgRHxE1ioWAAY7Pz4JZAqyZPrEzAVoBnABEgWLbNaRZFxAVn/fcGyRQJbMt2u5uYCMQ27dAomCTOdDHwwACAE6B52BRMAim/Uk4uJcg3D+C1JM3iBcuEcSAVkCiZrvxDnPYKBzEAIUaT5EMSHA+PUAWch9QRQkE7ZsOUyAwd5r38x4PRUAugEGB0pAka7cOJ9vxgGAEpClOd3HbHDQDCAEZPq+p4wAYBxUAwiARZ7TuyMEqAwYB4mAVbnoTBECVON9p9TLFCzSjZsK9ZEJzQghhBBCCF2vOXyfgRBCCCGE0NyAoRkhhBBCCKE8MDQjhBBCCCGUB4ZmhBBCCCGE8sDQjBBCCCGEUB4YmhFCCCGEEMoDQzNCCCGEEEJ5YGhGCCGEEEIoDwzNCCGEEEII5YGhGSGEEEIIoTwwNCOEEEIIIZQHhmaEEEIIIYTywNCMEEIIIYRQHhiaEUIIIYQQygNDM0IIIYQQQnlgaEYIIYQQQigPDM0IIYQQQgjlgaEZIYQQQgihPDA0I4QQQgghlAeGZoQQQgghhPLA0IwQQgghhFAeGJoRQgghhBDKA0MzQgghhBBCeWBoRgghhBBCKA8MzQghhBBCCOWBoRkhhBBCCKE8MDQjhBBCCCGUh1zoAhBCCBUG53xqaioWixUXFwcCgUKXc6Nwzru7uwGgqalJlvGqhxC6Tth8IITQR1Eqlerp6Tl48GA8Ht+2bduGDRsIIYUu6obIZrMvv/xyOBzevHnz+vXrA4HAfN1ThNANhaEZIYQ+EDF6FiZ6QMuAp4TULgNvaaEryi8cDh87dmzXrl1nz54tKipqbm7Wdd1isRS6rtknhEgmkwMDAx0dHWfOnBkbG7vttttqamooxdGJCKFrg6EZIYQ+mDNvibd+BLFJsmQH3P1Hcz80RyKRvXv3vvTSS4ODgz6fr6WlpbR0rtd8idzAkq6urmw2e8kmSqnf71+2bNn5ewBZlletWpXNZgcHB5955ploNPrII4+Ul5djbkYIXRMMzQghNEtcfrC5Cl1EHul0+tChQ7nEXFpaum3btttuu62uru7GJcjh4WGLxVJcXDyL44kNw+jq6vrud787PT19ySZFUZYtW9bU1JQLzYSQQCDw2c9+tr6+/vnnn+/q6nrjjTe8Xu8DDzyA4zQQQtcEQzNCCH1UMMZ6enreeuutoaGhoqKiW2+99c477ywrK7uh/+i+fftisdiSJUtaWlqKiopmJToLIXRdZ4wpilJcXFxUVHR+kyzL9fX1kiRd+PsWi2XHjh1+v/+HP/xhZ2fnr371q6qqqltuucVms33wYhBCHxEYmhFC6KMikUgcPny4u7vbarVu3LjxlltuudGJGQB0XX/11Vf37Nmzffv21atXNzc3e73eS0LttTIMI51Oa5rm9Xp37ty5adOm85sIITab7fI0TClduXLlQw899O1vfzscDu/atWvp0qU4uBkhdPUwNCOE0EeCEGJwcLCzszORSCxdunTTpk1VVVUfwr9bW1vb0tLS09Pz/PPPHzhw4NZbb12xYkV9fb3H47nuwCqE4JwLIRwOR1NTU0tLy9X8KULI6tWrN27c+Oqrr3Z1dZ04caKsrAw7mxFCVwlDM0Jo7gqFQsFgUFXV8vLyoqKieDw+NTWlqqrVai0rKwsEArln/aqqBoPBUChks9nKysqsVmswGEwmk4QQj8dTVlbmdruv7R+OhcREN3BGyhrAXwn04m7RTAKCNBPBDgAAIABJREFUvSITJ+5iKKm/aJOehcl+EZsEQwMqE08xBKouHeispiEyLuLTYGhAgCg28JZCoBqk8w2yADUtRs+CmgYqkfImsNjFZB9kkgACFCsJVIO/Et5LnAJiUyIyDtkkcAZUIg4vFNeC3Q3kvVSq63pPT8/ExITVal2yZEljY+P7dfdqHCazfCTDU4ZgABTARkmJjdQ7JPu1dxBv3769vr5+9+7d7e3tw8PDjz/++P79+7dv375q1aqamhqHw3Ed0ZlznhueQSm9pvEedrv95pv/b3t3HhzXdd+J/nfu7X3vRmPfF4LYQZAixc0URYoSSUukZdmU7MR+NTGT8ZtyJnHsiVKjmqlKTeb5Vcbjmal6scupl2SkzMTaLFmUREmkSFEU9x3cAGLfl24AvW93O/NHwyQILiBASiDA7+cvsnHu7d8FUI1vn/7dc55Md4ycPn163bp1RqMRnc0AcC8QmgHg4XXy5Mm33npraGhox44djY2Nzc3Nx48fHx8f93q969ev37JlS0lJiV6vDwaD77333p49e/Ly8jZt2uRwOPbv39/d3a3X6ysqKjZt2rRq1aqsrKx7z0a86yz/l7+ieIi+/mP25B+R2U6jnTwyzjIKyZFJvm7+2//Eey5Q03a2/c9uHJWKU8cp6r7Arx2lWJAMZl6xkq37LqtaN5mbuUaRcd5+kp99nzpOUyxAjHFHJqtaz9Z8mwrrJodpnCYG+f/+KxrpIIOZnvsJ6Y38s/9Jvh4ijWwZ1LSVbdpN3mISBFJlGung5/by5k/I30tyigxGyq2i1d9kNRvJk0eiPl1eLBYbHh6ORCIej6eoqMjhcNzmwomCMj8XUD8Ylj4ckfvjPKlxkVGmga3N0P1hkXFthphtml3GZYyVlJT80R/9UVdX14EDBy5fvtzf3//qq6+ePn36iSeeqK+vz83NNZvNs0quiqJEo9FUKsU5j0QiV65ckWVZFEWHw5GVlWU2m+9ybFFRUW5ubjgc7u3tDQQCbrf7PntFAOARgdAMAAtAd3d3e3t7MBg0Go1Op3NiYuLDDz9MJpO7du0qKCi4PiwajR47dkySJM55dnZ2OBxOR7TR0dEXX3zx3uebmSePm+wUD5Ovm1SJFEn75Jd06VPa8kO29qXfD2LkzCKj5cZhQ6184ApJCTJYiIgSYbr6OVckMttY5RpijCJj/PTv+Gf/kwLDZDSTO5c0jeJBfup3vP+K8PU/p4Yt02e1VYVaj/LO00REFjspEkXG+fG3qLCOufOI6WmwRXvvb6njFGkqWd3kyKRklPdfopE28veyJ/4v8hYRY0QUj8dDoZAkSQ6Hw+1233aClnO6FFL/piVxeEwxiuQxCiaBxVWakLR3h+RTAfUnS0z/d7nROPuuCsZYeXl5aWlpZ2fnvn37rly50tXV1dbW1tjYuGnTpqamplmtZaFpmqIoRDQxMbFnz57R0dFgMGixWKqqqrZs2bJ8+XK3232nY202W15eXkdHRygUCgQCmqYhNAPAvUBoBoAF4Nq1a+Xl5c8991xRUVFra+uhQ4cGBwevXr3a2tqam5t7fVgkEhEEYeXKlevWrWOMnTt37siRIxMTE8eOHaurq5vFpneefLJnUGCI+3uZlKRUnPy9lIxS/xVKhEhTuKaSqCerm/TGG0eND1BmCWt8hvKqaPgab95H4/001Ebd56l0OQkC7zjFj75BwRFyZbPKtVS+khSJtx2la8fI16Ude0MobiR37k2VqDJvO0ZZZVTaRGY7hfzUdYYsLlbxOOn0lIhon/49dZ4mzqmogdVvJlcuDbfxS5+Sv5ef/YAK65gjM53sZVlOJpOqqlosFovFcttvhcDIa2RVDtGX4lUOYV2GLtckdES1D4bl8yFlNKW9NSBty9Uvtc2xF1kQhCVLlpSVlbW1tb355ptnz549depUT0/P7t27169ff++7q0iSFIlEiCgWi/X391utVo/HEw6Hz5w509nZ+e1vf3vnzp1Go/G2xxoMBqfTyRhLJBLRaFTTtLldCwA8ahCaAWABKCkp+e53v/vYY4+lOy7C4bDP5wsGgz6fT5Kk68P0en1jY+P3vve9vLw8IqqsrDSbzW+//XYgEDh37tzy5cvvNZZZnOTOo4GrFJ2gWJDCfoqMkaby/kssOMJTcZKTJOjIbL/e/EBEZPeyJ77HHn+BzA7y91Iiwk8OUypGIT8lY6SkqPsCjfWR2cGWf51t/3My24mILV2ryf+Zrhyi4XbeeYY99txNlTCBPAXCd/8fKl1ORMQ5P/07SiXIk09MoP4r1HOB5BTlVgrf/o9UWE+ijjgnm4d/9o8U8lHHaSpbPq3x2mAw3KUPuMom/sUS05YstdgiCIxkjXuNgsx5Z0wdl3hfQjsXUJba5r53IOc8lUoZDIaCgoJr167Jsux0Ok0m06zaMwRBsFqtXq/X6XTW19fX1NREIpGTJ09evXo1FAp9/PHH9fX11dXV91LMnC8EAB41CM0AsABUVlYWFxfr9XoiSk8rmkym9PoJU4fZ7faysjKv15v+r9PprKmp8Xg8wWBweHg4Ho/fa2gW9cxbxAWRYkGKTvC+yxQPEecU8nFfNxEjWSKDiewZU2eaWV4lK6ons4OIyOIkewbp9KQqlIqSFKfIOB9uJ0UiZxaZHTTenz6KR8aZPYMTp2SUBltoWmjW6VndpsnETESMTaZqQUdEvOcCxULEOfPk80SEDbdNDtMbSW8krtFoJ0UD6dAsCIIoioyxSCQSi8XudOkyJyLyp/j/6IhfCKoR5aZvcVLlPfG5T82mUqmxsbFLly7t2bOnu7vbYrHU1tZu3bq1rq4u/cO9Ry6Xa926dfn5+SUlJTU1NYwxzvmqVateffXVAwcOBAKBy5cvV1VV3TaIp1s7OOd6vX62YR0AHmUIzQCwAJhMpnsJVWaz2ePxXB+ZvjPM6XSOj49HIpFoNOpyue71KfOrSGcgOUFjvXzgMmkqGa0kJ2mwlUQdyQky2cjsmLLkBZHdO5mYp+IaKRKpMk9GKDpORDQ+wD/4Bf/gF9NHqgqPh6cnOEGk/KqbH7nxjHx8gDSFiPjlg3T54K2zpjwZIUVKn9NisbhcLoPBkEgk4vG4qqq39vIqnJqDys/bkr8bkgVGHoOQaxZ0jCSN+1I8JM99XlZV1VAo1Nra+u677169epUxlpub++STTz711FPZ2dmzXUDDZDLV1tbW1tZef4Qx5na7V61adeTIEVVV/X7/nZqVE4nEyMiIpmlOp/N+lr0DgEcNQjMALB6cc1VVp/5XlmVJkhhjgiDMKh6xjEJuslEizHsv0nAHWVyUV0mdZ3jvRTLZSEqQO48srqkRdsbiKD1pqzOQxUWGW5YHNlqZ7Y63r935nEREZHGSyTb9JkIicuWSfvKJLBZLRkaG2WweHx8fHBxMJBI22/RNvwcT2psD8vvDsijQSrfu35Qbn8rSZxhYV0x7+VL8t4Py7MqbrJHH4/HBwcEPPvjgyJEj8Xjc6XQuX758x44dFRUVs5pgnnZaTdPSP9n0I4wxnU4niqKqqolE4rbvCohoYmJieHiYc56Tk+PxeBCaAeAeITQDwOIRj8fHx8eTyWR60TFZlicmJkKhkE6nc7vdUxdZS+fpUCikqqrVarXZbNM/pvfkk9VFwRHeeYbCPiqsY7VPcl8PjXaS0UJSkrnzmMl677Uxi4tc2bz/CmUWsyd/wKrX31hEmWukKiTq013OszhndinX6Uki1rSNrf8DsmXQ9YtQZGKMDGayTk6um0ym4uJir9fb2dnZ0dExOjpqtVqnXXVvXDsxoSQ1qraLPywzvlRgICKV04TEe2Jz7MoYHx//9NNPP/jgA7/fbzKZqqqqnn/++ccee8xqncV3bxpN09KLdtvt9uzs7PRVKIoSDodlWTYYDJmZmbeN45qmnT17dnR0lHNeV1fncrkQmgHgHuHFAgAWj0gkcu3atd7e3mQymUgkBgYGzpw5EwwGzWZzcXHx1L3fFEW5cOHCT3/60927d//zP/9zMpmcfi6ri1y5JIg02kmJKMurYkX15M4hKUGBYVJl8hZN37Xk7pxZlLeUDCYKjlLPeVJlMtnI6iKznVSZRjtJlWZ3QiJW0kT2DGICbzvBQ6OkN5DFSRYXGcw0MUARP+mN129VFAShsrKytLRUp9O1tLQ0NzfH4/FpJ0ypPKpM9mAoGoVlHpZ5V0zdOyy1RFSakw8++OD111+fmJjIysratWvXK6+8smHDhvtJzJzz8fHx999//+c///mBAwfGx8djsVgkEunu7j58+LAsyxaLpbKy8rbNyqOjo59++qmiKE6nc9WqVXdaYQMA4FaYaQaAxUNV1ebm5l//+tfr169XVfXMmTMXLlwQRTE3N3fVqlVTl4xIJBLpdeuI6JNPPvna175WX19/07kMZvLkkaAjkkhvZPlV5C1kWaW8p5kUiQxmcmWT4W6baEznzKKl66jzNHWd4yff4R2nWPkqyiig0ChvPUJhH1VvEHb9NblyZnHOkkaq20Qnfktjvfyf/oxKl1NxA4l63nWaepvJ4mI7X2YNT02uG02UnZ29YsWKzs7O7u7uEydOlJSUNDQ0TP22OPQs1yxcCqudMfXn7cmLYVXP6NSEcnJCSc719j9BEBwOR3V19a5du4qLi2e1gd9tpVKpS5cu7du3b2RkZGBg4MSJE7W1tZIknTp1amRkxGKxNDY21tXV3XpgNBp9/fXX29vbiWjNmjVlZWX3XwwAPDrwegEAi4fBYLBarT09PVevXlVVNd3kmp+fv3Xr1iVLlkwdyRgzGAyiKGqaZjQab9v8yvKruc5AUpxsbsouI5ONCuvp0kFKhMlsJ3fu7EKzILLylbT5T7jydzTUSmN93NedLoUEkaxuZvPM7oREpDMI2/5US8bo0n6Khfi1I9T6BRERE0hnIKubzPapXdeiKDY1NXV2dvr9/osXL6a/AzU1Ndc7GZbaxW/k6a+G1aGEdjmkXgqpjMgsksfArCr5pLncCJibm/sXf/EXVVVVU2f674fJZFq+fHkgEHj77bdDodC1a9daWlrSV2ez2Wpra//wD/9wWrs25zwWi+3Zs+eTTz7RNK2goGDnzp33M9sNAI8ghGYAeHjp9Xqz2Wy1Wg0Gw9RP2/V6fXp7jml9q1lZWdu2bXM6nXv37u3v7zeZTA0NDTt27Kiurp72Yb3FYtm+fXtfX9/Q0NALL7xQWVl567OznAruzCKuUXYFufNI1LO8peTJ48kIuXPJljG5dIbOQCYrSXYymG/ciscY6Yxksk9OS6fbl/VG1rCF5VXy0+/xi/tpfJA0hQxmyq9i67/LGrcQu364SEYrme1ksNy0FPStLC7hO/+Z12/mJ39LvRcpGSViZPOwpm1s3UuUUUg3X3hGRsb27dvD4fChQ4dOnjwZCoW+9a1vrVq1Kr34mkvPvlNoyDQIv+xKXg6pKY1cerYlW7c1W//LrtSZgGrXs9luB7hly5bZHXAPXC7Xjh07GhoaDh48eObMGb/fr9PpiouLN2/evGnTpmnpXFXVsbGxV1999dNPP+Wc2+323bt3l5SUYCNAAJgVhqXdAWChGx0dfeONN/bs2VNYWPjSSy8988wz813RQ41z3tPT89Zbb33xxRfJZNLhcGzfvv2FF16YxXp8C4eqqi0tLX/9138dCAQEQXA6nT/+8Y8ff/xxJGYAmC3MNAMAPFoYY6Wlpbt3787Nzf3www9lWSaixdrdyxgzm816vV4UxYqKip/+9KclJSXY0AQA5mBxvkoCAMDdeTye9M7kZ8+eLS4utlgs813Rl0IQhJycnNWrV1dWVm7atOlet4QEALgFQjMAwCNKFMWqqqqqqioiWsSTr1ar9Uc/+hFjbBFfIwB8BRCaAQAeXY9IjsQOJgBw/3AjIAAseOnt/RRFEQRBp9Mt1vZcAACYRwjNAAAAAAAzwCdWAAAAAAAzQGgGAAAAAJgBQjMAAAAAwAwQmgEAAAAAZoDQDAAAAAAwAyzMBAAPnaNHj/r9/vmuAh4hOp1uw4YNDodjvgsBgIcXQjMAPHTi8XhEJZ3dLej0813LA6BEQ0o8orM5dRb7fNfyAGiKLE+MMp3B4Mma71oeDCk4ZkwmNU2b70IA4KGG0AwADx3GmMHlNRdXiibrfNfyACSHe5KjA+b8MmNm3nzX8gBoqURYSurMNltl43zX8mDEOi+bYxPYNRAA7g6hGQAeOowxQacXjRbRvBhCs6A3MlEUDMbFcTlExESR6fSL53J0BkEQ57sKAHjY4Y01AAAAAMAMEJoBAAAAAGaA0AwAAAAAMAOEZgAAAACAGSA0AwAAAADMAKEZAAAAAGAGCM0AAAAAADNAaAYAAAAAmAFCMwAAAADADBCaAQAAAABmgNAMAAAAADADhGYAAAAAgBkgNAMAAAAAzAChGQAAAABgBgjNAAAAAAAzQGgGAAAAAJgBQjMAAAAAwAx0810AAMBXR4hLjjPd1tbh235VsZkmnqmTPTZiX3Fd942TwRe2Xh0y9o8LSUW1m5LFGfHKHMVt4eKCmRzRhRKOk53mnrE7DZA9tsjy4kRZ5ldZFQBAGkIzADxCdNFk5u/O5fyv47f9arLAHW0slN1WYgspNTNFs13o8+y77D58zXJtRIxLstsSq8kLry6feKomVp2nmQ3zXeM90Y9Fcv7lRMbei3caEKvN7/vx0wjNADAvEJoB4FGicaZqxEgz6RNFGdyon/pFKcOqGRfaqyLn1quDBb884D7YIsYl1WqU3RamaM7jneZOn5TlSJRmLZTQzAWm2Eyy13bzoyQkZTEhEeeqxaA4zPNUHQA86hbanwcAgDnjXJBUMSZxQUjluIZ+sEHOdtz0dZ0oe+0La5rZ4Ivk/PMx9+fXuF4XeKI0XpWrOC1CQrJdGkjlu6ONRarNON813ivVYQ5sqU3ePJEsxFKOMz2OM92aXkyUZyXLsuarPAB4xCE0A8AjgxOTFSEhkcBSea7AltpUvnu+a7o/Gnce7/B8elVIyuNb6wd+tDlam88NOlI1+/m+dGcz14vzXeW9kjNs/p1NNz3EydI2YvBFHKe7U3mu8MpS6eb3OQAAXxmEZgB4VDDOmaKKCYkLTLMaVMvCaFq4C1044TrYogvEpCyH74UVsapcbtAREYlC5LGSeS7uQWCKamkftbYOEVGiLCvaULjw+mcAYLHAqw8APDI4iQlZNxEjIiZr1tZhMZIUJEUz6aVsZ6I8U7UsmE6GNONgwN7cJ6SUWG1eKt9taR81jIaZrCgua7LEK2XaF9A0823pgnHL1UFj34TstsRq85JFnvmuCAAeXQjNAPDo4KRoTNWYxo1DgcL/vs9+tkcXScluc6Sp2P+N5YHNtXLGQlpvzjgUMoxFmappZoPrSLvzWIfjVJcYl+LlWYEttWPbG2I1C2bpjNvQuLlnzH6hXx+MRZqKI8uKcRcgAMwjhGYAeFQwjYvxlBCXmKxa2kcNI2HFbeUGnW4i5jnQYj/X2xdOjH5nzQK6c07vC5GiEZGlZdj5RRsRKU4z1+ssHT5L24ipyz/wo83RhsIFOt8sJmTr1SFLx6hm1Mcrc+LVebRw1pwGgMUHoRkAHhmciEgz6xWnJb40J7KsKL40x9Q/4TjeYbs4oA/EC371WbShKLKylAsLY7ZZPxZlqkZE5k5ffEl2aP2S2NIc41DIfajV2jLkPnA1XpWbyndLOc75rnQu9GMR69Uhw2hIynFGGgpxCyAAzC+EZgB4VHCdkMp3j+1oEkOJke+vi1dmE2NM4+b20fKX33Qd6zAOBJzHO6LLivhCu9ssWejp+3fbApuqVauRKVqsNq/o5x9b20ZsF/sNoyEp27Gw1tEjIqZxc8eo9cqgkFSSxRnxunzNrJ/5MACAL80C+8MAADBnXBQS5Vm9f7n9pgcFlijP9H17pfNkF1M1c5ePSQotlNAssnQHdnhNeXhliWo1EhHXCZFlxcnSTHPPmGE0rJ+IMUVbcB0aYjRlbRk29Y2rVkN8SXaixDvfFQHAow79YQDwyBNYojxLM+mJSEwqTNHSjRwPP8Vh4YJARJwY8RtzyarDJHltmkEnRpNCQmLaArmeKQzDQdulAYMvnCzwRJYVyRnW+a4IAB51CM0A8CjhXEjJuokY8Sk5kpP4+2Sp6cSF0tBMRMkSr2YxEGP6UFxMSPT7cCykFDEhMVXjepGL4gJaDySNKZqlbcTc6SOiVKEnUZHN9Qtk7h8AFi+EZgB4ZHCuCyccxztz/tdxXSD++wdJiEuOk11CQiJGySKPZtYvlJSZKPUmyryaXrRcHTJ3jAopmYhI46a+cVPPuJCUkwVuOdPOdQutNyOSsLQOGwcDis0Ur8xJFmB5ZgCYf3jvDgCPCjEuuQ63Ff+/HwpJWbUaA0/VaBaDkJRt53qz3jxFRIrLElqzZAGtayblOIPrl1qvDJl7xrLeOq24rMniDDGS9L5/3twzxnVCtLEoledaQHPnacahkLVlWB+IxZdkx6pyFReWZwaA+YfQDACPBk5iNGW7NGAcDonRZPl/eCf+2tFofb5pIGA/0y1Iqmo1jry4KtJUxBdOaOZ6cXx7g+tQi+Ncb+Z7560tw7HafFOP39o6wmQlvLIstG6J7Flg3cBM0SztI+YeP3FK5bqSJd7JvcEBAOYVXokA4NHASM60j3xvrRiXvO+eFWMpS9uItWWIGNNMOinTMvFM/cCfPa3aTfNd6OzEK7P7//yZ4v+y19I+au7yWdpGuChoFkOsqmDwj58ILy9ecIkz3ZthGApqJl2iIgtbZwPAQ2KBvZgCAMwZF1iy0NP9ynNjzzZ63ztnP9drGAlrZn34sVL/c8uCT1YtuHxJRMRYcOPSRFlm5p5zno8vmYZDktc+8VTN2PMrEqWZXLdgZs2v00/EDL4IN+qiZZnRhkLFvcBmygFgsVqAfyEAAO6DZtaHVpeHVpfPdyEPDmOp4oyBP90y8Kdb5ruUByBRntX+i5fmuwoAgOkW3iQEAAAAAMBXDKEZAAAAAGAGCM0AAAAAADNAaAYAAAAAmAFCMwAAAADADBCaAQAAAABmgNAMAAAAADADhGYAAAAAgBkgNAMAAAAAzAChGQAAAABgBgjNAAAAAAAzQGgGAAAAAJgBQjMAAAAAwAwQmgEAAAAAZoDQDAAAAAAwA4RmAAAAAIAZIDQDAAAAAMwAoRkAAAAAYAYIzQAAAAAAM0BoBgAAAACYAUIzAAAAAMAMEJoBAAAAAGaA0AwAAAAAMAOEZgAAAACAGejmuwAAgOk455osKfEI19T5ruUBUFMJUhQtGVeiofmu5QHQ0pcjpxbH5RARl1Kqqsx3FQDwsENoBoCHjqZpUmBEScSYKM53LQ+AlohrqUS8rz052j/ftTwIqipHgiweDUun5ruUB0ONhjVSNU2b70IA4KGG0AwAD52cnByr1arT6Rhj813LA6AoVlVVdTqduCjeA3DOJZeVMWYwGOa7lgdDdloEQdDr9fNdCAA81BjnfL5rAAC4STQa1TRNFMXFEZpVVU2HZkFYDLeRcM4VRSGiRZMy05djtVoXx7saAPiSIDQDAAAAAMxgMUx7AAAAAAB8qRCaAQAAAABmgNAMAAAAADADrJ4BAAAPjCzLV69eNZvN5eXli/i+upGREZ/P5/V6s7OzF/FlAsBUCM0AAPAAcM5HR0ePHj164sSJioqK/Px8q9U630V9KVRVbW1tPXTokNvtXrt2bU1NzWK9UgCYCqEZAADul6ZpHR0dH3300cGDB2OxGOc8FotZLJbFsWjgNJIk+f3+1tbWcDjc09Pz9NNPr1q1KiMjY77rAoAvF0IzAADcl3Ri/s1vfnP06FHOeXV19fLlyxfc1ieSJJ07d87n86nq9M3bTSZTbW1tfn5+uhNDEITS0tKmpqbz589fuXIlFovJsrxx40aHwzEfhQPAVwShGQAA5i7dlfHmm28eOXJEEISmpqbnn3++qanJaDR+Sc8YDof9fr/H43G5XA9wJjuZTO7du/fMmTOSJE37UkZGxg9+8IPr7ctGo3H58uVer9fr9R4+fLi3t3ffvn12u3316tVms/lB1QMADxuEZgAAmLtEInHo0KEjR44QUW1t7fe///3q6uovde/D0dHR/fv3W63WhoaGiooKm832QKKzLMuyLHPO3W53fn7+1NBvt9s9Hs/UixIEoaSk5NlnnzWZTB9//HFnZ+eBAweysrJqamoWZUcKABBCMwAAzJmqqv39/Z988omqqtnZ2S+99NKXnZiJSNO0vr6+S5cunTlzZv369XV1dWVlZfc/xZtMJhOJhKZpVVVVX//6171e7/UviaKYkZGh003/i5mdnb1x48aJiYn9+/e3tbWdPn26qKjIbrffZyUA8HBCaAaAB0OW5UgkomnaXcbY7fYv71N7+OrJsnz27NnBwUFRFDdu3Lhs2bIvOzETkdPprKurC4VC3d3d3d3d1dXVTzzxxNKlSwsLC00m05xPq2ka55yIcnJyysvLMzMz7+Wo7OzslStXdnR0tLS0XLlyZcWKFXV1dZhsBliUEJoB4AHQNM3v93/++efRaPQuw55++umioqJ7jxRDQ0P9/f3JZLKgoCA7OzsQCAwPDyeTSbPZnJeXl5WVpdfriSiZTPb39w8NDVkslvz8fJPJNDAwEAqFBEFwuVwFBQUOh2PWOSYyznsukJwko5WVNFI0wMd6KRUnQWDObMquILOdpp4zFafxfj4xRFKciJHBxNy5lFFIJtvkAClB/h7u6yZBZJ58cueRv5eHRklTyWhl3iLKLCZBJCJSJBps4eP9d6zN7mVlj5H4+xdwzikwxP29lAiTppIgMpuHcirI6iL2+wirqTTSzv19pErMlUcZBRQP8rF+kpMk6sjuZVklZMu4ccJEhMZ6eXCYFJkYI6ONZeSTt4hE/fUqOOfhcPjMmTNE5HK5Nm7ceJeb/wISb4uqvhRPqVwj0jNUGZztAAAS6ElEQVTmNrAlNiHbJOhm+ZPJycnZuXNneXn50aNH29raWlpa2traGhoa1q9fX1NTk5OTk/6tmK3r7Rl6vf7ef1t0Ol1ZWVlVVVV7e/vw8HB7e3tVVdXcCgCAhxxCMwA8AJqmjY2NffjhhyMjI3cZVl9fX1hYeO+J5OzZs2+99dbQ0NCzzz5bW1vb3Nx8+vTpQCDg8XjWrFmzZcuWiooKg8EQCoU++uijPXv25OXlbdiwwWq1fvbZZ319felAs2HDhtWrV+fn588uN4+08d+8QqERyiylLX9C3ef5lc8oPEaijoobaN1LrG4z2dxEjIgoOMLbT1LzJ7zjFEXGiRjZ3FS+gjU+Q0vWkDuXGKNYkJ96l3/2T6Q38dqNrGwFP/ch9TaTIpPDS/VP0brvsKI6YgIlIvzwa/z423esbek69q//nkQbEZEi8f7LdP4jfvkgjfWTIpHeyHMq2IrnWMNm8haTzkBEJKf46T38yL9QLEB1m2npGuq9yFuPUCxIeiPlV9PqF1jTdrJ5SFVoYpBf/Zxf3E/d5ygVI0EkZzZVrqGm7ax8BVlc6So0TZuYmBgcHGSMlZSU5OXl3bZYjdOVsHrQr7wzKF0OqUGFa5zMApXZxOdy9c/l6hucom2Wwdlut69Zs6aurq65ufno0aPt7e1nz569fPny6tWr165du2TJkszMzNnuOZJIJOLxuKZpkiRdu3atvb2dc242m3NzczMyMu6Sgx0OR/qNWSQSGRoaSiQSCM0AixJCMwA8AIwxh8PR1NQUDAbvMsztds/tk+uurq6Ojo5YLOZyuQRBCAaD+/btkyRp165dxcXF14dFIpETJ06oqqrT6YqKigKBQEtLy+Dg4NjY2He+8x2n0zmHp6ZklB/8R4oHyWQjJlBknHeeoXiIrG5WtZ70JoqM85Pv8KOv03gf6YzkzCIiiod48z7ed4Wte5Gt2UWunBsnVGXqucD7LpGUIHceRSco5ONn3iM5yb75Ctm9JAhkdpDDe1MZUpKSUSIiQWQZBZNTyFzjvc38/f9KXWeJc3JmksFC8RANtfLRLpoYZE/+K8oquTHfTERE3N9DY70U8pGoI4uTpDj1XSR7BhUvI4uLxvv50df50dcpESKDmVy5pKkU8vFT71L3efb0D2n5s2S0EJGmacFgMBKJMMZyc3Pv1BqhEr3eL/26OxWSeYaBVdpETuRLaq0R9VpEvRpW/32VaYVbN9v5ZiKy2+3r1q1rbGy8cOHCoUOHuru7P//887Nnz27YsOFrX/tabW3trV3IdyFJUrq5KP3ebGxsTFXVzMzMxx9/fMOGDUuWLLlT27Rer8/IyHC5XMFgMBAIxGIxrD0HsCghNAPAAyCKYklJyU9+8pMv6fxdXV1Lly596qmnCgoK2traDh482Nvbm/5cPj8///qwaDRqMBjWrFmzevVqQRDOnz9/+PBhn8938uTJurq6devWzSWyh32kN7JlW6l0BQWH+Kl3abSLfN3UfooKasiZxVsO89O/o/E+srqoZDmrWEWMeNdZ6jpHgUF++j1yZrGVz984oZSg6AQV1bPajWT38vYTdP4jSsWo+zz1NFP9ZtKbaOk6Zp4SvBIRfuVzSnaQILLSJrbmW6Q3EhHFg/zgP1L3eWICla9gdZvIlU0jnbz5Exrp4Bc+ouIG5sy60SKS5u8hVy6r/hplFpOm8uF2Co5QcSNllVAizK8c4ifepkSYnNlsyWoqqic5yduOUdc58vdon/2T4C2iJavTZ0omk5Ik6XS6aYtLTKVjVO8Uq+2iUaS1Hl2tU5Q1+tyvfDIqDyW1w2PKxnF1iU30GObybooxZrfb169f39DQcPz48TfeeKO/v//DDz/s7+9/5ZVXZhVeQ6FQeoXmoaEht9udnZ0dCoV8Pt977703NDT00ksv1dTU3DaFi6JoNptNJpOqqvF4PJVKzeFCAODhh9AMAAtASUnJrl27VqxYodPpSktLx8fHh4eHQ6GQ3++XZfn6MIPB0NjY+OKLL+bm5hJRWVmZwWB48803A4HAhQsXVq5cOZfbEPVGtv47bP0fkNVFmkLRAA/5KRagsV5KREkQ6dpRGu8nUc+qN7AtP6SCGiJiw+18/6/5uQ9orI/aT1HF46T//USsIFJ+Fdv2p6xyLRGxvEptpJO6z1Eyyn1djDaTwczqn6L6p4gm24v5hY/o1DvEGOVVsW/8FZUun+x+7rtCfRdJSVF+tfCNl6mwlgQdcU4mGz/4/1NwlDpPU/lj00Oz2cEef55t+B45s4mIjXTwvksss4RM1smejcgYWV2s8Rm27d+Sw0uawqq/pr37M2o/QeP9/MLHrGzF1OZmxthdvrGM6IUCg03HLCLTCyRrJHH+uEe8GlF9KS0k84shxZfSeQyz66aYSlGUeDyu0+kyMzOHhoasVuv1NZXvndls9nq9BoOhrKxs+fLlDoejra3t1KlT/f39zc3NFRUVeXl5U5fUuJP03YQAsPggNAPAA8A5j8fj/f39t24MMVVJSYndbp/DdG9FRUVhYWF6ns9isbjdbqPRyDmfFlDsdntJScn1DY0dDkd1dbXH4wkEAiMjI/F4fC6h2ZbBlqyezJ2Cjty5ZDBRjEhTiTQaHyB/H0lJcmZT9QbKKZ88KruMlq6hrjPk6+ZjvTTWz3KXTH5Jb2I5FaygdvI+QpONuXI4EXFO2vS96EhK8MsH+O9+RrEQeYvZth/dSMxEvKeZ4mHinNkz+MQQk5KTR6kyCTriGvm6KTa9YYblVrAlq9OJOV0qS7dwaCoPDNNoBzFGGYVUt2myRUTQUWaJ0LRN6z5PUpIPtrJYkByZRKTT6URR5Jz7fD7O+Z1+sgGJ6wX2Wq/0mV8eTmryzalyJMmjyhyDpqqqwWCws7Pz+PHjBw8eVBSluLh42bJlzz77rMVimdWpKioqvvGNb+j1+oaGhvQU9dq1awsLC994442+vr6urq7x8fHbhmbOuaIoiqIIgmA0GhfcVogAcI8QmgHgAVBVtbOz82//9m/vfiPg3/zN36xatWoOodlkMt3LzVUmk8ntdl8fKYqizWZzOBxjY2PRaDQWi7nd7tk+NRnMpDfRHWrmUoIrSeIame1k85Du96FcEMnmYTY393WTlCQpduMYUUcG89SZ2jvgJCV5+wn+wX+jWJDc+Wz7v2WNW2lKFwQPDJKqEBFv+YJavrg1ePJklBRpeumOLLJ5bvyXCZNNz6pCUpJkiZjALE7mnLLmmt5E7nzSmygZJSlBikREgiC43W6HwxEOh4PBoCzLt82LEYW/2pP67x3J0RTPMLAqh2gVmcBoNKkNJrXkLW8T7lH6fVpvb+/x48f37dsXCoU8Hk9VVdW2bduamppm1c2clpGR8eSTT059RBTF2travLy8wcHBUCgUjUY1Tbu1C0WW5WAwGA6HDQaDw+HApoAAixVCMwA8AIwxg8GQnZ1997ByP8vo3gtN0xRFuT7lyTmXJCmVSjHGRFGc7ef194SxyQU0NIVUmbj2+7vuOKkyV+TJMWz2qxfLEu88zX/7n2i8j2wetulfsVXfvCW7s/STk8NLVs/1GegbssrSN+3N4nIYSxefTsaTuEZykrg2ZQwxxtxut9frTc/1+v3+qf3l130xpvx9d2okxXOM7Aelxl0FhiU20SjQ/9eZ+q9tyZ743Rb2vi3OeSqV8vv9Fy5c+Oijjzo7Oy0WS3V19caNGzdv3myz2WY+xR2oqso5F0Xx+vs6QRDS/5VlOf2rdetRiURidHQ0FApZrdacnByr1TrnAgDgYYbQDAAPgCAIBQUFu3fvntphfKvi4uIvdd+HRCLh9/uTyWT6o3lJksbGxkKhUPpOtalbtXHOk8mk3+9XFMXpdHo8njkWZrKR0UqCSNEA+XsoHiari4goGSNfN4V8xBgz2ZhplrvEKTINXOUf/jfydZPVTY9/k234/q2z3SynjOsMlIqzmo3sie+TPfPGGDlJTCCjhSz3vGaIIJDRQkYraRoP+2m4gxXVTzZJx4O8/zJJ8cmVPfQmIhIEwel01tbWdnR0jIyMXLhwIScn59Z3Jgd8sl/iGqev5xr+pNRYYBaIKKbyrqgWmVNXRiKRuHTp0t69e9NLRBcUFDz22GPPPffcrFcVvFkqlerp6eGcFxUVpX9/0gtRx2IxTdNcLpfdbr/16jjng4OD165di8fjRUVF6Tb6OdcAAA8zhGYAeAAYYzabrbq6en7LCIfD6RV2y8vLOed9fX2nTp1Kf3BfWlo69XNzWZbPnz//q1/9amJi4umnn969e/fcJgiZt4jyKnn/ZYoH+dXPKbOUlTQSEe86yy8dpLCfjFbKW0pZpbM4qarQUCvf81+o+zyJelryuLD+DyjsvzGAa2R2ktnOSpZzRxYlIrz9FNU8waxuMtmIGElxGmknvZkKqm/sgTIjQce8RVRYy31dFBimi/sobwm5C0hJ8vaT/Mz7pKlkc7LS5WSd7HIxmUxr1649ePBgJBLZu3dvU1NTbm7utOQaUbjKiYgkjY+luEnkssaPjytfjMsheS6hua+v75133mlubna5XNXV1c8++2xjY+Mc+jGmUhSlubn5tddec7lcO3bsKC0tNRgM0Wj0yJEjfX19jLGioiKPx3PrgeFw+OLFi9euXTOZTGVlZRUVFdgOEGCxQmgGgMVD07TLly//wz/8w5o1axRFuXDhwqVLl/R6fXoycuo0YTKZPHLkyPDwMBEdPHhw06ZN9fX1c3lKq5san2bD7bzjFF07xsf6edkK4hp1X6CJARJEVtzI6jeTO5cCw/d0Qq5RcJjv+yVvO0ackyBQcFT7zb+/aYyUYOv/gD22g4rqWcNT/PgETfTz//0yFS+jwhoS9bz7PPVfJquL7XyZNTxFhnvu0MgspsanaeAKjXTyy59xXw8rf4ziId52nKITZLSw0uVs9beuz2eLolhZWbl+/fpPPvmkra3t448//ta3vjXtXs8Km2gR5ZhC7wzKUYUqbEJ/XDs6Lg8nJ8P0bAmCYLFY0ksQPvnkk/fTj3FdOBzev39/X19fa2tre3t7XV1dZmZmW1tbe3t7KpWqqKhoamq6foPpdclk8ty5c59//nkgEEiPuW2wBoDFAaEZABYPk8nkdDpHR0dfe+01WZbTqxkUFRVt3bq1vLx86kjGmNVq1ev1qqrabLb7+UidLVnNExFGnPdeoolBGusjIhJEMlqpoJrWf/f6qsb3RE5S52l++TNKt89KSeo+d5thK54jzkmvZ1t+SFKCX/yUImO8/QS1Hbvx7O48srlJmM3rvN7EqtZTMsYP/gON9dFIBx9uI2Ik6sjmYSXL2NYfUUbB1CMsFstzzz3X2tra3d399ttvG43Gbdu2pfegSQ/4doHh+LhyeEwJyfy3gxIj0guUa2L5JmEkpSVmfyOg1WrduHFjeg24BzWt6/F4XnzxxVQq1draGolEDh8+zDkXBMFkMhUXF+/cubOhoWHqrajp9p7m5ua9e/d2dHS4XK6VK1c2NTXdabFqAFgEEJoB4OFlNpszMjIURZnaTsoYs1gsXq83/Y+pscnr9W7fvt3j8ezfv39gYMBkMtXV1W3btq2ysnJaurJYLFu3bh0aGhoeHt65c2dFRcX059YZyZVNgkDOLBL1k3f7EZHJSs5sYoxsnskVMJjAGp+hglo6+Vt++SBFxok42TNZ3Ua2Ygdll00eKIhkdpA7l/QmsjhvNB8LOrK5yZNHVs9kc4XOSK4cUu66R4bJNnkGi5O98B+oZiM/8x71X6VklBgjq5s1bGGrv0nu/MlhjJHZQa4cMprJ5ibdndfuSK/iXFjLj7/J245TIkKCSJ581rCFrfk2madvFyIIQnl5+R//8R//4he/GBsbe/XVV/1+/wsvvJCTk5NOmaUW4X80Wn/Vlfx0VB6TOCMqswn/utR4KaR+MCKPSzzLyAzCLLJvfn7+be84vE8VFRV/+Zd/eerUqWPHjnV1daVSKYfDsWzZsi1bthQXF0/9mELTtFAodPTo0ffff7+7u9tisaxevXrLli1z3HISABYIhmXYAWChGx0dfeONN/bs2VNYWPjSSy8988wz813RI0fTtOPHj//617/2+XzpxZJffvnl8vLyL2XFkvk2Njb2+uuvf/zxx5Ik2Wy2J5544oUXXigoKJj5SABYyDDTDAAA90sQhHXr1uXl5f3d3/1de3s7ERkMhsV6S5zBYDCbzWazOTMzc+vWrVu3bsUcM8CjAKEZAAAejNLS0p/97GcHDhwYGhrKzMxcrA2+Vqu1urraZrM1NTUt1tl0ALgVQjMAADwwer1+69at813Fl0sUxbVr1853FQDwVVuc0wAA8KgRRVGv1+t0usU6uwkAAPMLNwICAAAAAMwAUzIAAAAAADNAaAYAAAAAmAFCMwAAAADADBCaAQAAAABmgNAMAAAAADADhGYAAAAAgBkgNAMAAAAAzAChGQAAAABgBgjNAAAAAAAz+D/Hr+C0QmklLwAAAABJRU5ErkJggg=="}}, "cell_type": "markdown", "metadata": {}, "source": ["![np_where.png](attachment:np_where.png)"]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": []}, {"attachments": {"np_where2.png": {"image/png": 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"cell_type": "markdown", "metadata": {}, "source": ["![np_where2.png](attachment:np_where2.png)"]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": []}, {"attachments": {"np_clip.png": {"image/png": 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AQSBSAwAAAAAAUBCI1AAAAAAAABQEIjUAAAAAAAAFgUgNAAAAAABAQSBSAwAAAAAAUBCI1AAAAAAAABQEIjUAAAAAAAAFgUgNAAAAAABAQSBSAwAAAAAAUBD2uAt4SVRV9W9tTo+P7myuCzzPMkxJaVn3maHqhka93nDc1R0YxjgeicxPT67Mz6WTCYSQ3elq7ujq6O03W63HXd2BEUIEgV+dn3sy/jgeiaiKYjAaqxsaz1687HC5j7u6I0AI8S/Nzd/9MhOLtLxyubbnjN5sOe6iDkCMhUMPrqfX5r92r8lbWTx0xVxZ/5KrOjQsicmV2eDd32FJfH4vzXHOjkHPuWsvv7BDy0UCW5/+v0o2gwh5fq+tvq3k3DWdzfnyCzscoiqR8bvxmcdKNv38XsZocne/4uo+S3O6l1/bIRCMM1vL4Qdf5iKB5/fSLGuurC977T3GYHr5tR0VPp16/Kt/jAf8xVW1fW+9b7RYEUUdd1EHoKqqb3Pjydhj39ZGThBYhvWUlXUPnq2ua9Dp9cdd3YFhjGPh8PyTyZXFuXQySSHkcLlbOrvbenrNFu0lBISQLMv+rc3Jxw8CO9sCL7Ac6ykr7x8+X9vYRJ2kT9r3IlIn4/F7X30xMzG2u72VTiYURaEoymSxLExPnTl/8cz5S+7ikuOu8QAEPjszPvbozq2t9bV4NCKJOYSQ3mBcmHmyNDdz4fVrNQ2Nx13jASiKsrOxfuN3n64vL4YDgZzAY4xZjlucmZ6fmnz9h+929PafqN+ZQ8jGY3O3v1h8cCuXSZfUNlR19Bx3RQejinxmYzE2df9r98rphKOt7yWXVAiCVTEWis88UgX++b20zqB3e15+VYVQcnxidkxKxr42UlMMU3Tm0suv6tAIxkJwJzE3JiWiz+/lLHZTaRXB6ssv7JAIkVPx5NJUdnvt+Z00p8OKghWFefmFHRGsqkv3b87c+lxIp+Sc0P3aOwQhDZ2yE/HY3eufzU1O+Le30qP0bOUAACAASURBVKmkqigURZkt1vnpqaELrw6cu+AqKj7uGg+Az2amx0Yf3729vZFPCCJCyGA0Lkw/WZqbOf/6G9V1Dcdd4wHkBxBHblyfHn8c9Psy6bQiyzRNmy3WpdmZ/lfOX37rHf2Juez5XkRq39bG43u3N1eWEUJGs9nMspIo8tns6uJCKpnkdPqhi5ct2hncjUejT8YeTz5+oMiy3mCwO52KouQEwbe5kYzHVFV5x/bXRSWauUgQc7nF2emHt2/mBJ7lOJvDQQgReD4aDsWjkWwm7XQXlVdVazdVK7K0/Pju5syEyGePu5ZDIqpKMEYIcVa7obiMMf3ZELvJW8mYNPPrgxAihBBVIRhTLKd3lxiKy57eS7OcoaT8uGo7HKIoGKsIIc7hNpVWU8yfxTNzRR3NnZQ/OftBCCGKnD9ARk+Fzu5C9J96FFmD0eD2UpR2uhYJIYpKFJWiac7uNnornz5ANMOaK+ufOWRaQkhoY3Xqy9/k0qmvvaI7+XybG4/v3t5eX0MImcwWhmXEnJjNpFcX5tPJJKfXD56/qKHB3VgkMjX6cOrxQ0WR9Qaj3elUZCUn8Dub68lEDGP89gcfamgYUVWU3Z3t+zev+7e3aZo2WSw0zciSmE4lM3Mz8WjEZncMv3rlhCSE70Wk9pSVd/QOWG32xtZ2b0UFy7I5QZh4+GB2YjQcDMxNjtc1tWgoUtscjqb2Dj6bsTtdTW3teoNBluWNleWHt29GQ8GlmZm1rnkNRWqdXlfb0NQzeFYSc33D58wWC8EkEY999dtPttfX1hYXJh89KK2oZLT5J4cQElhdWrx/Kx0N5VOpFqmikO+RMHqrPOffMpVVP72X0Rt0Di315xBVVXMCkSXWZHV2DJacff3pvRRNcRb7cdV2OGqOx6KICLHWNJdf/YDW/VkzG2sys2bNnN8QQkRVFYEniswaze6+8862forl9vZSNK2zOZ/ecsIRglUpp4oCzemsdS2ll3/E6I17eymKYgxGRqe9/kOEEEKETycnPvtldGeTaDNPo3xC6BuwO11N7Z2esnKWZQReGH9wb25yPBTYnZscr2tq1lCktjudzR1doiA43UUNre16g16W5LWlxcd3b0XDoaWZ6dbObg1FaoZhir3e/uELZsvUwLkLRR4vRVE5QZh4OPL47u1oKPjg5pfdZ4bMlhPRS/m9iNTu4pJL195KJ4eLPaVmq5WiKFVV9XpD0L+TWVmOhIKJWBRjTNPaGPawWG29g8PVdQ0Go6nI46FpGmPsLa+MhUKRYCCbSQd8O6qiMKw2Di7H6Wqbmt6x/JWqKBU1tfnoLPB8KpHYXl9TVXVzZVmWJYYxfudLnUDZRHz+zvXI1poqy8ddy+ERRcl/z65zFllrmp6J1Nrzx1FqWm+wVNZba5qOu6BCYVVBqoIQMpVVW6obn05smkRwfpSas1nN5bWWmmZaI2ezr5f/vKkKrTMYS8qtNc2MBm/g+VqKrCw9vLs6dh8rynHXcnhFJZ5X3/xBJpksLi0zWyz5hKDT6YI+X3Z9NRwIJGNxXKOZhGC12fuGXqlpaDSZLO6SknxCKCkri4aDkVAwk04F/T4NJQSaYYo93stvv9PRN1BVV280mRBCiiybLZaFJ5PpVMq3vZlKxM1m80lo39fGv2nhiko8RSV/6o9kGMZqd+gNhvx/a24E1GKzWWy2vYc0TZtMpvwWmqYZlj0Jn6394zhdRXXNn23R6f7QvkZRLMfRGvqS9ymKLK08vrc5PY4oymizi3xWo394lByvijmEEM1yGhod/CZYkRU+gxCiaJrRaakj4psoqUR+hJDRG0/IF6CFUCVRFQWCVZrjaI7T+jvCqqLkeKzINKujdXpKI8nsOxGMw5urT778VMxmnN7yRNCv3YHqYo+32OPde8gwjM3uyN+YyLAMwzDa+gha7Xar/U9ftdE0bTKZLVYbQoiiKYZltfU7RTOMq6j46Y52mmEcLjen0yGEGIY9OZlnv5GaILSWxV8E5bUs5lVCCDIwVK2Jvurh6sw0p7VTRE4Q1leW4tEoTdPeikp3cYlWLkC/lizLAb9va32Noiibw1FVW6e5i4SnEUJSifjc1DhCiGXZ5o4ultNkjAutryyM3MgkovV9Z3N8JrC8IGozUmNJJIpM0YycToQf3VBzWSyJjNFsrqizNbTrHUUn5HS2TwSrWBQQQliRM9urfHBHTiUohtY7i21NXZbKBs01tqpCNt/GKiWivusfy6kEwZiz2KwN7dbaFtZg0tgBUmRVEgnGWFGSS9OZjSU5m6Jo1lDstTd2Gr2VWpnrI4+oKpZEoiqEYYSgz//VL6V4GBHE2RzW2lZrfasWv1UghAjp5JMvfxPZWndXVNcPvPL41z8jqibPb88TBH5teTEZj9EMU1ZZ5Swq0vSFkCxLAd/OzsY6RVEOp6uippbW2inuGWIutzA9lUmnKYqub26xO07KdEb7itQKQf+yI326K9+PKQGB5DAhCOlp5DXQd6LKv6nQvVbC2jgNnLIDfl/I74tFwrs72/NTk8l4rL6ltXdo2F2isRv881KJhG9rMxYJhQO7K/Nz2+urRR7PwCsXaho0+UW2LMtbayvRcCgWCW+trc6Mj3E63eCFS539A9q6pM7jU4m521+Et9YcnrLm4Vc3ZyZCa8vHXdRhEIyxLGFVIYhkt1Z434acTmBFpnV6Q3GZs32g+Myr5qoGDR0joiqqJCKElGw6On5HzqQUPkPRNGexJ5emiwYuFfVf0FZoU4Q/3PmamBtThKySSRGCWaPZND/u6n6leOiKzuHW0gFSZKLIiGA5GYuM3lKFrCJkKZrR2V2ppSdFg1ccbX2sdqacI1jFsoRVlQh8cmkquTAhp+IIIcZkMZfXurrOlgy/zlkdx13mwaiytDr2YGV0hGG5zitv24u9FE0h7czC8rV2fTshvy8ejexub81OTaSSiYaWtp7BYQ11Hj8tGY/7tzdjkXBo1788P7ezuV7sLe1/5UJ1vZbmBNujqmo0HNpcXeaz2e311bmpSVmS6lvaLlx9K99xcBLsd5T6flT5hU/CCDVbmWoTLapoJqXuCHjHJ8UkXGEy9jpY9sSfsdeXFu/f/HJ3ZzsZjymy3NDafvmtH7R29hiM2hskQAhFQsF7X32xujCXSsT5bLbYW3r+tTfOvnrl6W98NEQSc+MPRp6MPkolEqlEnOW44Vdfe+Mv3nMVFWsoDeRhRVl5PLI+9RgR0jL8qqeuybc0e9xFHRLBGIs5osgIYzmT5GwuY2mVkklJySi/syan4kSRy0wWQ3HpcVe6X0RVVCGLEMKyJCXjeleJzlkshnelZCw+80hKRFmz1dlxRkOfOjmbQogghHKRgKHIq3cW56IBJZtJrcyKsTDN6YvPXuG0c4eiKstYEgnGipBFFKVzFnM2p5SIiLGQnIorQpbmdM7WPkojzaB/GKVWZEKIkknpHG5Tea0YjyjZVGp5WopHKJbznn+T1k4PElbVyPbG1Je/yWXSdT2DTWcvRrY3jruoI7C2uHD/5pdB304iHlMVpam949W3ftjc0XVyEtuBhIO7d69/vra0kIzHBYEv8ZZeeP3a0MVXrU91jWqIqihba6uf/NNHuZwQDYcIxk3tnW++9+OmtvbjLu1P9nVKYin0F2U6v4BbbEy/gyk30byC7kaU/2dT3ODxw5j6KKY2WBjniR+ozqSSvs2NSCiIEKJpWswJQb+/sjZmNJu12Ckh5oSg3+ff3kIIURSlyHI8Ggn5/U6XW4udEqqqRkOhrbXV/ENCSDad2lpf9ZSVa26y/dDG6tydLzLxWE1XX13fWaPFRmlpntY/QyHEGE2syWos5exNXdbaFtZiU9LJxOJkYm5cTsUT8xOW6ka9q5hitBFxKIZlzVad3W0qq3Z2nDEUeRFFZX3r0YmR7NYy798IP/jSVt/OmszHXel+sSYra7Lq7C5XzyumsmpGbxSjwejU/dTytBgLRcZuWetbWYNJKw0tNMuyZhtnc1prW+yNnYZiL1bV7PZq7MlDwb+RXltIzI2ZK2r1Tm3MFkzRDGM06+wunaPI2Tlo8lbSOr0Q8ifmx5JzE7loMDJ6097cbS6vOe5K94UQwicT0zd+H9pYsbpLuq/+0Ooqip6KSJ1OJnyb67FIBCFEM0xOyIX8O6maWpPJpMVOiZzwbEKIRSOhXb/D5WY1cjn6NIxxNpPeXFvJP6QZRhJzO5vr1fWNrqKi461tz37/WV8tZmlkCIh4NYunkqpEUFgkEkEIoYxCplNqSiYnP1LXt7S9+d6P+WyWz2ZXFma319fi0U/EnHDp2tuesnINDUrlFXu8l6691dHbL0mif3treXZm5Mb1RCzKclxjW7vmusP1BsOZ8xdLKyuxihPx2JPHD8cfjOzubHOcrn/4nFZuT0YI8ankzK3PQhurFoer5dwVh7eMprV3Ov4ThrHWtpS9/j7FMNbaFoPbgyiKYNVUVo0lKTY1IiWjmZ01Z9dZrYyDclZH8eAVa22r0VNhrW+lWQ4hYm/qYk3WrUhAEbKZzUUpHtZQpHZ1DnJmq87ucrT1MQYjQhTBqt7tkRJRYXeL92/kQj5TaZVWBg50dpfn/JvO9n5zVYO5rCY/fGtv7KIZLpBJSokov7slRkNaidSs0eRsH9DZHDq7y9bQwZosCCFVFAxFXikW5v2bYjSU3VnTSqRWRHF96tHyozs0wzS/cqmiteu4Kzoy+b+bAp/ls9nludmdjfV4NCzmxIvX3irxlmouIXhKyy69+XZn/xlJFH1bG8vzsyNffZGMxViOa2xt19zbYTmupqHx/b/9d4gQPpNdmptZX1kKBXalnPjWBx+azCfidL3fmPIkqd4My9dDynxaTcnkmfl1YxKWsAZu9a1raq5ras6vJDI1+vDzX/58Y2V54tH9ipo6V1Gx5oZCizze8x4vQkgSxY3VZZ1O9/jeneX52ZLSssraWpOmlrxGCOn1hv7hc/3D5zDG8WjEZrf/7uc/829v3fz9bxrbOhwulyZOAVhRVsfur40/lHNCcXW9Iom+hWmsqMnQrqooCKFEwL81O2n3lLq8FZpYlpyiKKOnwuip+LONNGP0VlrrWpNLT7CUUzJJLIlII5GaNZodrb2otfepbRRjNDuau0MlZZmNRTmTlrOpY6vv4CzVjZbqP+uPpGjG1tBurqgVI7uKkJUzSQ3dOsaaLK7OwWc26mwOa0NbYmFCSkQVPqPwX7NW+clE6/TWmqZn5mpk9EZLZb21rpX3b2JZkuLh4yrvQLCqRLbXp7/6nZBKGm0Os93lX5pBCAXWlgkmCCEhndyenzLZncXVdUarTUsr8iBU39xa39xKCOGz2anHD37/i59vr6+OPxyprK1zut067XTm5BV7S4u9pQghURTXlxe5T3RjD+4tzU17yssrqmtPSAbdP5Zlq+saqusaCCF8JvNk7PG//qf/MxoO3f7i9x29/U0dnSchIewrUm/y+H9eyv3CL0kY9TqYbgfr1lE0hR5ElYcxlVc1EKafRlGUyWxu7eyZmxj3bW5Gg0H/9qbA92kuUu/R6fWVNXUtnd0z46N8JrO1vpaMxzUXqffQNO10Fw2cu3jni9/Ho9G15cVwcNfudJ6EX5jvJIvi2th9PhknhKSj4SfXf0PRNCEkHQkpkogQ2p6bivm3Sxtbu6/+UBOR+pvQnI4zWxm9AYs8VlUtLRD9dSiKYgwmzmpH+fvJVG2/HYQQrTNwVgfFsEjMEVXV6Mp2f0JRnNnKGs0IIYRVchoOkJ6zuRBCiBCtTK+pynJgdTGwukgQUmV5ceTGEk0jhMRsNn8GSIYCo7/5udFiHf7Jv9WbLAyrpUidR1GU2WJp7eqdHh/d3dmKBAP+na1WvkdzkXqPXq+vqq1v7uianRrPZjLb66vJRFxzkXpP/gB19PU/unMzEgqmEvGluZnG9o6TkBD2Fal/syt/sisJKhp0Mf9tk+GCmy3W0wyF/vsZYSqp8if+zEYIiQSDZovFaDbv/aNzHKc3GGiGyQliThAUWRtnNIQQISSTSiqKYnM4977JZRhGbzCynA7jjCgIYi53vEUeiCSK8UjE7fHsNXhRFGUwGPOnMFEQcjx/rAUegKooQjqFMUYIpcKBVDjwzBPS0XA6GtabzHJOOI4CD4MQLMXChGCd3b03FQaWZYXPYCmHaIbhdLSm5qtWc7wYj3AWez5Do/xyHKKgZNOIomidXmPzVROS3d1kjWado2jvFIclUc6kiKpSLEfrDEhTnWCKkJUSUc7q4Cx/vJWKEIXPqDkeIURxOg3dzIf+cCNsDBHy9F28WJbkdAIhhGiaMWpjAhNCSC6Tzl9winxmd2XhmSeIfDa4tmSwWCQ+q5WrOEJIJBgwW21Gk+lPCUGn0+sNDMPkBCHHC6pGrnkQQoSQdDKJsWqzO+g/SwgGjuV4NZMTBEkUj7fIA1EUJZVI6PV6894q1xTFcpzRZEYIEYSSifhx1veUfUXqe1GZVxFB6FIx96aHs7IUQsgn4JmUKpz4PI0Qikejd69/VlZV3dbTa7HaKIoihEQj4VgkosiS3mCwWK35OcM1gc9mnow9TiUSfWdfKfaW0jRNCMlm0qFdf04QGIY1W61G7bSBKrK8tbb66M7Ns6++VtPQmG8BVxTFt7WRzWQQQmar1WK1H//l5/6wel3T8CVvQ/PTy48rkrQ1O5kM7WJVLW1sLa6qK6lpMDtcx1jn/hFV5f0bkbHbCFHuvvPmilqKZgjGQsiX3lhU+CxnsevdHkYrk5oRImfTibmxxMKkrbGjqO9Cfik7NcenlmeEoI+iaL2rRGfXzBLrBKvptYXd25+avFXeC29zFhuiKIJxen2B31nHsqRzFumdRRq65pHTidjUg9T6vLNj0Nma7w5HciaZXlvIhXcpmtbZ3Tq7Nn59UP6jtTYfn37E2Zye82/qrA6EkCrmsr71zPoCoijWaH6mserEolm2tLG1/+33n9ke2lzbmX9CMLYWldR0DZhsdluxRytzOcejkduf/66qrqG1uze/eiIhJBoKxqMRWZb/kBC0M6tmNpOeevyQz2Z6h4aLvaX5t5NNp0OB3VxOYFjWbLEaNXIJhxDCGEdDwYe3bxZ7vP2vnM93E2CMY+FwcNeHEKIpqsjjPSEJYV+RGv9xsoLltPowphTr6ZhEvgrJo3FFPPFdH5IkTT56cP/ml3anK7Trr6yt0xuM6VRyYXpqfWVRlmVveWVZZXV+lcuTT1GU9eWlka+u5+dvbmhts9kdYi63ubYy8fB+TuDtTmd1fYPdoY1ZTjHGsWjk3ldfPLpzK5lIdPT152cADQV2x0fuZtIphFBDS1uRx6OVtSp0BmPfm+8+s1HIpK//H/9LJhbBqlrbc6bn6g9N9pMyNf13krOpyNid4N3PKJqWU3FbUydnsSt8JrEwkVqaRogYPeXW2hatDOtiRclur+7e/HVmc0XY3VSyaUNxKc2wvH8zMnpLyaYYo9nZ1q/T0AFKp3xffhybuKd3lmBFMZfXsCazGI9Ex+8IIR9CxNbQbiwp19CUc8nlmd1bn/K7m1IsLEaDRk85wTi7sxYdvyclo5zdZalu0sq9iYRgIeQPjXwenRwxFHmxLJkr6hi9IRfejc8+5nc3GZ3BXNVgLq897kr3heV0Nd0DNd0Dz2yf+P2v/IszKsau0opzP/47s0sz86BLojj+YOT+za8WZ6eDu/6K6hq9wZhOJuafTG6uriiyXFZZVVZZpZWZdhVFWVtczE9UEA2HGlrarHa7mMttrCxPPX6QEwSHy11d32jTSEJACPHZ7PT46M3PfuNyF6dSydLyCp3ekEzEFqefbK+vURTldBc1trafkISwr5PseTf7eVCOS+SzoJKUSZGe9gt4Ia3yKkFUfjrUk0tVlEgoIAh8cNe/ubZS4i01ms2JWCweiSiK7HS7e4bO1jU1a2WUGqtqKpFIJuIB3044GJh4MOJwF+UEPhwM5HjeaDI1tXX0Dg4bNHKFQAjJ8Xw4sJvNpB/euTk7OeYtq0AI7fp2MqkkTdNllVUX33jLYrNp5QR9CmFMMQzFcWI0GBz5LDbziLM6FD4jxSOIYKOnwtV7zlrTfELOaPtAEEI0qyNYSa3OZXfWdK4SmtXlQj41xzN6o6O1r3jwsoaWeiFYZTgdxXK5yO7Obz/Su0o4iz0X8SuZNKKQpaa5ePCK3lWkrRvFaJ0eYRyfHU2vzetdJQSrYjys5gTObHN2DDrb+xmTRu5DIAgRQjEsTbO8byMX3tU53KzRIsZCciZJszpLTXPJ2dc1NOh+yiiKEgkGcgK/ODO9ubJcXFpmNJnj0Ug8GlEVxVlU1Df0Sk1Dk4YSQjIRSyXiuzvb4cDuxIMRu8ud47PhYDAn8Cazubmjs/vMoFauEBBCsiTFwqF0MhkLh7fW1zxlZUaTORYJR0NBQojN4Tz/+rWK6poTkhD2FanfK+fmUurvg7JPwF+FFRohh44662J2c2Q+reZOdu+H3mDoO3tOkeX15aVwYHd3Z0dRZIZhzFart7yio7d/4NxFDa2eyOl09c0t565cnZ0cD+36E7FoJBREFGUwGitr6xpb28+cv1jToJm1kWiadpd4Lly9ZjCaAr6daDi4sjBHCOE4rthbWlVTN3D+Qmf/Gc1NCHia6Bzu4qHXaE4Xnx3LBXfkTEKKRyiW5awOU2mVq2e4qO8Cq5G5PhBCNKez1rWUv/FjzubIbq+JsZCwu4UQYvRGU3mtrb7Vc/5NY2nVcZd5AHpnUcVb/4YxmDIbS0LYn4sGcmE/zXJ6d4m5sr5k+KqtqZPWaWatCophnO0DRFVizqLM1ooUj2R9GwghxmA0V9Q5WnqLzlwyl5+Uv6DfiaJpU3mN9+I7jMGUXpvPhXfFSDBHdmlOZygutdY0Fw1ccrT2aaVH4vQxGI39r5xXFGVzZTkU2N3d3lIUhWEYs9VWWl7R0Tdw5vxFV7E2vhJBCHE6XWNre+pKYn5qIrjrT8Zi4WCAoiiD0VhVV9/Y1nHm3EVtrZ5osVp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b3NxcWFhIpVJNTU0v22UiAAt/gUwM5Crie5+8+/dQb4Vq8mo+BkY70ejA5nm1XQ8JAaUWmpxQypHIEn2Jul5iOUZOfwx6CxBCLJ0QW6PpCOTT9NE90vfDaqSukiRJFMVnxVOOgKeOVbHymYy4mBVvJ/iyBIkyTVYoABQEupoTIyV6qJFaLpcPDg62tLQUi8VHjx7NzMzcvn27Wk1x7NixQ9rwhWGYY8eOJZPJ1tbW48ePt7a2lkqlBw8eXL58ORAITE5O9vX1GY3G599rMQzDMMxbsmkOQui1wUiNEHoDSqXSl19+GQwGn9PG6/X29PS8wlDx/zMYDBaLpbqJHcuyKpWqehBK6c4QKZfLm5qaGhsf1zdzHGe1WltaWqLRaDKZTCaTrxCpN1dpOgqiAPXN4DwNukZ4kqhqjcRzAVjuFUo+9s32Dmh0j7uWKYmjl979AxQykApDIQOSBAyjVqtlMlm1woHn+T0PI1FYyon/E+avxfm5jJjiqbgjexOAokhzwiGOFgOATCbzeDwej0cQhI2NDblcfuPGjcnJSavV2tzcvGt96G8Lx3EDAwMOh8NisRgMhmrlhsPhSKVSqVQqmUxGIpFSqbTnv8lKpVIoFARBUKvVarX6sHd5RAi9bTBSI4ReN0ppuVy+fv365OTkc5oxDNPZ2bmPSM1x3MssDMeybDVfVn8khHAcp1arq6dXKpVevkeaTQBfAqCg1IC67huj0QwLit2LGR+W2oZv1JYoNY/PhC8DXwIqATBGo7F6jVtbW7lczmg0Pn2Yh3np39cr/7FRzvC0U8t+1Mw1KRmWwGJO/DzCbx9ymN6lup2Ky+Wam5sLBoOBQCCTyRxSpCaEmEymXeXaarXa4XCo1epMJpNOpyuVyp7vzeVyyWSyXC5rtVqdTvf2LPWNEHo98P88Quh1I4RUxyBra2uf08zhcBzqksmiKFaHFavj2ZTSSqWSzWYJIQqF4tVmRqpqHu8TXspBIQMi/2o1Ht+WXArojhLefBqEMlAAmRLkKmAYADAajQaDQSaTra+vRyIRq9W660OuSPBVUrgc5ZMV6q1j/9mhuNQoMysZgdLfh/irMR5eVNF9cOVymWXZJ6m0+qhBJpNRSnmeF4TDPYPt7W2lUimTyZ4u3mBZds+KDkmSQqFQJBKRJMlkMpnNZhylRuiowUiNEHoDFArF6OhouVx+ThutVlsNu4eE5/loNBqPx6tb4gmCEAwGg8EgIcRgMNTXf2OhumKxODExEYlEGhsbT5w4odFodkYr0thBa42QCEAmDv7rYLSDyf54wDgdpaEHRGeGRiewh/uVSwPzpJABuRoIAb5E16ahmAWgUN8Mqtrq+dTX13d0dCwuLkYikYWFhY6Ojl2DskWRbhSkSEliCXTXsu+ZZS1qBgAiBTqdFjOVvYeoK5XKysqK3++v3izZ7fZ9X0UymZybm2tubrbb7dVUXS6XE4lEPp9nWVaj0ex6cFFdFXF+fr5cLjscju7u7n3vXChJ0srKyvj4eH9/v9PprN5s5PP51dXVQqGgVCqfVUidzWb9fn8oFNJqtQ6HAxelRugIwkiNEHoDWJY91NXQXkY1Q3/xxRdDQ0NqtToUCo2NjcXjcY7j3G63Xq/f2Xh5efk3v/nN+vp6c3NzdXm+bwzuNrQS52kaW4PtOJ3+X5AkaOslGj0tpGF9lj6aghY3efcfwdIJQgUyMShkQKhAMgSiAABQKULsESi1wLCg0YGuEQgDkgiFDKQiUM7TZBioBJQCX4LIIhTSoKqDhpbdlxS4T2//N3SdJQxLg/fp/BiU8yBXkbZeUD+ulFAqlR6PZ2Zm5v79+5OTk06ns66ubuety5MbBZHCWkG6viXEysy2QG8nhD9GKyUJmKdGaSVJisViv/vd78bHxxUKxfnz53/5y18+axOZ5yuXyxMTE3/605/MZnNfX5/NZiOErK6u3rlzJ5VK6fV6m8226+FGKpW6fv36Z599ViqVent7lUrlsWPH9tE1AASDwU8//XRiYmJtbe3kyZOtra2CIDx48ODOnTu5XK6jo8Nutz8dqSuVyvz8/L1797a3t7u7u7u7u/d37Qih7zSM1AihI4oQUiwWr1y5srGxodVqw+Hw8vIyIcRms507d27XAPn6+nooFBJFcWNjY3193e12fyNSK7Wk70PIbNLZP0MmSsf/CxZugEZPc0nIREHgKcNBZpM0dUImRqf+CI/uAZVoKgLlHABAKgITv6f3r4FCDR0nyamPQKYEoQzrs/TOp1Ap0cwmSCIAhVyCXvs1KDVg85AL/7L7ksp5ev3XsHoXGIaGHsB2HChAu5d0nQX1X2NoR0dHX19fJBJZW1v78ssv6+rqXC7Xk5FdJUucWsauYabT4t2UmOFLrWomzdPVnJTipafzNABQSrPZ7MrKSrlcrq4nffHixf3FSp7ng8FgKBRaWFhYWFiw2+2EkLW1tc3NTYVC0dvb6/F4qk8Vnsjn88FgMJlMUkqXlpb8fr/T6dzfmtA8z+dyOZ7nb968uby83NLSwvP82tra9va2wWAYHh622+276mREUVxaWrpy5crq6mptba3X6z3szWgQQm8njNQIoSNKLpfb7XaTybS4uJhIJCiltbW1XV1d586de3qY02KxWCyWQCDQ2NhosVj2mHxm6SLDv4A6MyzepNGHsLVB42vAyaHGQJpd4B4h5nZgGFrIwKMpOvPFN96bT9GVCQAAVQ1RaODEj0AGIPAQX6OzfwZ+R3lMMUv914GVgSjuEW7bTkAlD4+maDkPAKDREUcfnP4baOrcWdut0WjOnj0biURu3rx59+5dQkilUnG73Wq1GgDkDJyu537eImegspiTZjPi3LaokxF3Latl2RtbfOmpBZcZhjEYDD6fLx6PVyoVnuefNYfvhZRKZV9fX3XT+HA4/NVXX0mSpFAoWlpa3nnnneHhYYfDsauaWafTdXV1zc/Pb25uiqJYLpf3vXa1w+H42c9+ZjQal5aWwuFwdfpsTU1NT09Pf3//0NDQrmmRpVJpYWHh8uXLMzMzlFKfz3f69OldzzcQQkcERmqE0PdEfX396dOnm5qaWltbn1RCE0LMZvPw8HAqlbLb7dXUWCWXyzs7Oz/88MO5ublQKCRJUkNDg8/n23OMs7u7++OPP15dXW1razt+/Pje8yZbjpMGG7T1wvos5BIgSSBTQH0zae+HJifIlABAtAbafY7UPaPoRaaE1ncex19ODpYuMvDJHju8EBYsXU+/m3QPg8kOgXnIZ4AA1JrI8RFo6nw8dXKH1tbWixcvlsvlr7/+enx8PJvNjoyM9Pb2mkwmhmFa1Mw/2BQODft1StjmKUPApCB9ek7BEFctU5LAoWaMih2l5ITU19ePjo7evXt3c3OzOgNy7wt8EY7jvF6vw+FYXl5eWVlJJpOiKKrV6vb2drfbvecO6nV1dR6Px+/3b25uajSapqamfa+2wTCMz+ez2Wz3799/+PBhLpcDAL1e39PT09nZuWvGaiwWm5qaGhsbW1hYAACv1/vee++1tbXhxESEjiaM1Aih74mmpqaf/OQnu15kGMbhcDgcjievFAqFJ3/mOK6lpaW9vf2FB1epVO+///6LT0JVA+4R4h55ZoN6C3n35y8+DgDIVdB5hnSeeanGVZyMdJ8D74vPk2EYl8sFACqVamJiYnZ2tlQq6fX6J2vqmRXko2bZR8277xxGTXv/1qCUVhfiUCqVJ06c2DW585UQQnQ6XX9/f39//8u0p5RKkkQpVSqVdru9unHPQXo3GAxDQ0NDQ0PPbxkIBD7//POFhQW9Xu/1ei9duuR2u/c9MxIh9F2HkRohhI4ilmXdbnddXV1jY+PExITBYNBqtfsbYZUkKR6PX7t2LZFIHDt2bGRk5HUmy3Q6fe/evcXFRavVOjAw8GTvnsOm0+lMJhMhxOfzDQ0N2Ww2LKFG6CjDSI0QQkcUIaSlpeWjjz5yuVzlcrm5uXl/22hLkpTL5aLRqM1m++CDD1pbW7/1U30WSmk+n9/a2qqpqRkYGOjt7X1te6yYzebz58+rVKrOzs5dMyYRQkcQRmqEEDrSFAqF1+s9yBGqGxx+8skniURiYGDgdRYTE0KampouXLjgdrtdLpdOp3ttXWu12rNnz7627hBCbzmM1Aiho4VlWbPZfObMGYZhvh+TyUhbH8hVQCUw2uENXY5CofB4PG+ka47jnE6n0+l8I70jhFAV2fdiQwghhBBCCCEA+M4PzyCEEEIIIfRmYaRGCCGEEELoQDBSI4QQQgghdCAYqRFCCCGEEDoQjNQIIYQQQggdCEZqhBBCCCGEDgQjNUIIIYQQQgeCkRohhBBCCKEDwUiNEEIIIYTQgWCkRgghhBBC6ED+D7fmbxbJcS0YAAAAAElFTkSuQmCC"}}, "cell_type": "markdown", "metadata": {}, "source": ["## np.clip()\n", "![np_clip.png](attachment:np_clip.png)"]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": []}], "metadata": {"kernelspec": {"display_name": "Python 3", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.7"}, "toc": {"base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {"height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "199.737px"}, "toc_section_display": true, "toc_window_display": true}}, "nbformat": 4, "nbformat_minor": 2}
